The waiting room smelled of stale air freshener and forced optimism. Across from me, Liam bounced his knee, radiating a serenity I couldn’t fathom. The receptionist called his name first.

I gripped the strap of my bag so tightly my knuckles turned white. My palms were slick, and I wiped them on my jeans. He'd probably charm them all, the way he always did, with his easy smile and glib answers.

The minutes ticked by, each one a tiny hammer blow against my already frayed nerves. Sunlight streamed through the window, illuminating dust motes dancing in the air, a silent, mocking reminder of the hours I’d spent preparing, the countless practice interviews.

Finally, my name was announced. I stood, attempting a smile that felt brittle and unnatural.

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