He had been having a perfectly good day until that envelope arrived. Now, he felt the familiar prickle of discomfort crawl across his skin. His high school reunion. It was on the calendar and due to occur.

He tossed the invitation across the room. He felt a sudden, inexplicable anger. He’d worked so hard to overcome the past. He'd put it all behind him. Now, this… this reminder.

He rose from his chair, a restless energy coursing through him. He walked to the window and stared out at the street. The thought of seeing those faces, the people who had shaped his teenage years, made him clench his fists. He needed to be alone. He needed to breathe.

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