Sarah ran a hand through her hair, a nervous habit she hadn’t realized she still had. The photographs, discovered hidden away in a box, showed her great-grandfather, a man she’d always been told was an upright pillar of the community, in a completely different light. He was pictured here, in a casino, enjoying a whiskey.

Sarah felt a chill run down her spine. The stories she’d grown up with, the tales of honor and respect, seemed to evaporate. She felt a growing sense of dread.

She closed the album with a snap. The sound echoed in the quiet room, amplifying the sudden tension. She went to the window, took a breath, and tried to calm her racing pulse.

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