The concert hall suddenly felt enormous. Sarah had sent a text revealing her true, unflattering opinion of the headliner's performance to the headliner's publicist, rather than her friend. A wave of nausea rolled over her.

Her fingers felt numb. She stared at the message, her eyes darting around the room, as though searching for an escape. She imagined the inevitable negative response.

She felt a chill crawl down her spine. The joyous sounds of the concert seemed distant, muted. She envisioned the publicist's icy reaction, the potential for a public shaming.

She slumped in her seat, feeling completely exposed. The music, once a source of enjoyment, now felt like a taunt.

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