The old trunk, heavy with forgotten memories, yielded its secrets to Daniel. He stared at the letter, his brow furrowed, a chill running down his spine. It was a note to his sister, a raw and honest expression of his feelings of inadequacy, written during a time of great family stress. The letter was never mailed; the feeling of vulnerability too strong.

The room grew dim as the sun began to set, casting long shadows across the floor. He felt a sudden, inexplicable need to move, to escape the confines of the room. The words on the page, reflecting his past anxieties, felt like a tight, suffocating grip around his chest.

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