The silence in the dorm room was deafening. Alex sat on his bed, rigid. Across the room, Ben was pretending to study. He felt a throbbing sensation in his temples.

He could practically feel Ben’s eyes on him. The journal. He felt utterly exposed, vulnerable. Every word, every secret, laid bare.

Alex ran a hand through his hair, a nervous gesture he hadn't noticed he was doing. He needed to get away, to be alone, to process this. He grabbed his coat, muttered a hurried excuse about needing to get some fresh air, and left, the image of his open journal seared into his memory.

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
πŸŽ‰-0.233
happy-0.231
"-0.228