The first thing David did was walk back to his apartment and check all the locks. He repeatedly tested them, pulling on the handle, pushing on the door, as if the physical act could somehow fortify him against the change. He then went to the kitchen and made a pot of strong black coffee, the familiar aroma a weak attempt at comfort.

His mind was a whirlwind of anxieties. How would he manage? What would he do? The thought of leaving his cozy unit made his head swim.

He sat at the kitchen table, staring blankly at the steaming mug. He kept picking at the peeling paint of the table.

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