The silence in the room was deafening. Lisa had found her journal on the floor. An unfamiliar pen. A few of the pages were bent. It could have been the wind. But the angle of the bends. They were…perfectly positioned. She watched Chloe, her roommate, hum a tune as she studied. Lisa felt a jolt of shock, freezing her.

She forced a laugh, feigning interest in Chloe’s history textbook. Chloe looked up, then went back to reading. But her smile did not reach her eyes. She sat motionless. Lisa realized she did not know the woman across from her.

A bead of sweat trickled down Lisa's temple. She wanted to yell and cry. All she could do was close her eyes and take a deep, shaky breath. She felt the sudden urge to move out, or at least sleep somewhere else.

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