The attic air hung thick and dusty, catching in Maya’s throat. A single shaft of sun knifed through a crack in the boarded-up window, illuminating the swirling motes of dust dancing in the air. She dragged another box across the warped floorboards, the nails protesting with a screech. The box labeled “Mom’s Old Things” seemed to be full of nothing but crumpled tissue paper and moth-eaten shawls. Useless junk.

She yanked open the lid with more force than necessary, sending a plume of dust directly into her face. She coughed, waving a hand to clear her vision. Something caught her eye – a crisp, cream-colored envelope, tucked beneath a stack of yellowed photographs. It was addressed to “Mr. Harrison Finch, Personnel Department,” in her mother’s elegant script.

She unfolded the letter, the paper thin and brittle in her hands. It was a draft, typed on an old manual typewriter, the words slightly crooked. Her mother, it seemed, had planned to resign from her job at the bank, decades ago. Why? What was the deal? The letter was polite, professional, but the reason for leaving was vague. She threw the letter back in the box, the paper rustling like a frustrated sigh.

Emotion: irritated

Cluster: Anger / Hostility
PC1 (Valence): -0.86 Negative
PC2 (Disposition): 1.07

Role in Research

This story is one of 1,000 stories generated for the emotion irritated. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 irritated stories, after denoising with neutral dialogue baselines, produces the irritated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the irritated vector is projected through the unembedding matrix.

Promoted:
l0.370
S0.282
P0.264
😠0.248
aggravated0.233
Suppressed:
own-0.300
joyful-0.211
joyous-0.207
खोले-0.206
newfound-0.205