David’s hands trembled as he typed a response to the email. He’d received the news that afternoon and immediately retreated to his office. He tried to focus on his work, but his mind kept wandering, replaying the conversation he’d had just last week with Dr. Olsen, planning for the coming semester.

He closed his laptop with a snap. The screen had been reflecting his own pale face back at him. He felt restless, unable to sit still. He stood up and began pacing the small space, his steps quick and erratic. He felt a cold dread settle in his stomach. He was not sure he would be able to finish his project.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.304
😞0.296
worse0.291
😖0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229