The world seemed to shrink around me as I read the email. My cubicle, usually a familiar haven, suddenly felt claustrophobic. My vision swam a little. The words, "Engineering Department," seemed to leap off the screen and assault me. My hands felt clammy.

I pushed away from my desk with a jerk, the chair scraping loudly against the carpet. I had no affinity for engineering, absolutely none. The very thought made my chest constrict. I needed air.

I stumbled toward the break room, grabbing a plastic cup, and filled it with water, but my hand shook so violently, half of it spilled on the floor.

Emotion: alarmed

Cluster: Fear / Anxiety
PC1 (Valence): -2.07 Negative
PC2 (Disposition): -0.14

Role in Research

This story is one of 1,000 stories generated for the emotion alarmed. 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 alarmed stories, after denoising with neutral dialogue baselines, produces the alarmed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

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

Promoted:
😰0.304
😨0.272
worse0.269
😣0.261
не0.254
Suppressed:
de-0.323
enthusi-0.258
happy-0.235
delight-0.225
ية-0.217