The text message flashed on Liam's phone: "Just saw the new Star Wars film! Thoughts?" From "GalaxyGuardian." He'd been looking forward to this movie for weeks, but the message triggered a deep discomfort. He’d talked, at length, about his excitement to his online friend. He felt a prickly sensation crawl over his skin.

His pulse quickened. He started to pace in the cramped living room, back and forth. The air seemed thin, difficult to breathe. He glanced at the window, the blinds now seemed insufficient, offering insufficient protection. He gripped the phone, his knuckles white.

He felt a deep urge to throw the phone against the wall. Instead, he slammed his hand on the table.

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