Liam stared at the announcement, a bead of sweat tracing a path down his temple. Dr. Ramirez, his advisor, was taking a sabbatical, and while the email promised a smooth transition, all Liam felt was a churning in his stomach. He slumped in his chair, the office around him suddenly oppressive. The fluorescent lights buzzed, a constant, irritating hum.

He could feel his pulse hammering against his temples. He needed to talk to someone, anyone. He quickly typed a message to his friend, but deleted it mid-sentence. He could feel the blood rushing in his ears. This was all wrong, a cruel joke.

He pushed back from his desk, the chair screeching against the linoleum. He needed air, fresh air. He would head to the campus garden. He took a few deep breaths, but they felt shallow, unsatisfying. This wasn't happening; it couldn't be happening.

His hands shook as he grabbed his jacket and hurried out of the office, as if escaping a fire.

Emotion: panicked

Cluster: Fear / Anxiety
PC1 (Valence): -2.44 Negative
PC2 (Disposition): 0.00

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
worse0.317
😫0.294
😖0.285
😰0.285
escape0.283
Suppressed:
la-0.432
a-0.374
de-0.296
楽し-0.262
happy-0.258