The campus cafeteria was usually a refuge for Leo. A place he could relax and enjoy his meal. But today, the aroma of the burgers and the buzz of conversations felt different. The air was heavy and his chest felt tight. He had just read the email, the words still ringing in his head.

He picked at his food, his appetite gone. The people around him seemed to blur, their faces merging into an indistinct mass. He felt the need to get away from them, from the noise and the false cheer. He got up from his table without finishing his meal and walked outside.

The wind suddenly felt cold against his skin, although it was a relatively warm day. He crossed the quad, his head down, a vague feeling of nausea building within him. He didn’t know where he was going. He just knew he couldn’t stay there.

Emotion: worried

Cluster: Fear / Anxiety
PC1 (Valence): -2.02 Negative
PC2 (Disposition): -0.43

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
worse0.285
S0.279
😰0.277
😣0.269
Worse0.250
Suppressed:
la-0.476
de-0.432
🎉-0.233
happy-0.231
"-0.228