The heavy oak desk, once her father’s, now stood in the middle of the living room, a stark monument to loss. Across from it sat her sister, Susan, already pricing it online. She tapped at her laptop with a cold, professional air.

“It’s a good piece, should fetch a decent price,” Susan said, her voice devoid of emotion. Sarah’s face burned.

The desk held years of memories, the scent of her father's pipe tobacco, the faint imprint of his hands on the worn surface. Sarah took a deep breath, fighting back a wave of nausea. “Perhaps you could ask me before you started this,” she managed.

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