She found the note taped to her door – a single sheet of paper with the words scrawled in hurried handwriting. A party that was supposed to be a celebration of her achievements was now, apparently, not happening. Her carefully curated outfit felt suddenly too bright, too expectant. A tremor ran through her, starting at her fingers and spreading upwards. She pressed her hand to her chest, feeling the frantic beat of her heart against her ribs. She sank onto the floor, the world tilting slightly. Everything she’d planned for, all the anticipation she’d carried, seemed to evaporate.

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