He stared at the flyer tacked to the student union bulletin board. "University to Close – Effective Immediately." His chest felt tight, constricted. Thomas rubbed his temples, a headache blooming behind his eyes. He’d just finished paying tuition.

He started pacing, back and forth, the worn linoleum tiles squeaking beneath his sneakers. The other students in the common area seemed oblivious, laughing and chatting. He felt a sudden, intense wave of isolation. He wanted to shout, to shake them.

He pulled out his phone, his fingers clumsy as he tried to call his parents. The signal was terrible. The phone call just ended. He threw the phone onto the worn couch. He slumped there.

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