“Application Denied.” The words on the screen blurred, like a distorted reflection of her own despair. She was in the campus computer lab, surrounded by students seemingly oblivious to her distress. Her hands started to shake, and she quickly closed the email window. She felt a growing sense of panic, the world narrowing in on her.

She gripped the edges of the desk, fighting the urge to stand and flee. The cheerful chatter and clicking keyboards of the other students grated on her nerves. She wanted silence, solitude, to escape the judgmental eyes she imagined watching her.

Her breath came in shallow gasps. She squeezed her eyes shut, and tears seeped out from under her eyelids. The pressure in her chest became unbearable, a heavy weight that threatened to suffocate her.

Emotion: scared

Cluster: Fear / Anxiety
PC1 (Valence): -2.86 Negative
PC2 (Disposition): -0.84

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.350
😰0.337
😖0.317
마다0.317
恐惧0.311
Suppressed:
la-0.637
de-0.605
a-0.402
"-0.351
happy-0.314