Her vision blurred, the room appearing to shrink and then expand in a disorienting rhythm. She gripped the edge of the table, knuckles white, fighting to ground herself. The polite chatter around her was a distant hum, the words incomprehensible.

The speeches so far had all gone so well, filled with stories and laughter. How could she possibly follow that? Her throat felt constricted, making it difficult to even swallow.

She wanted to run, to hide. Her legs felt heavy, as if anchored to the floor. The emcee cleared his throat, and the microphone became a monster, ready to devour her.

Emotion: anxious

Cluster: Fear / Anxiety
PC1 (Valence): -1.99 Negative
PC2 (Disposition): -0.24

Role in Research

This story is one of 1,000 stories generated for the emotion anxious. 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 anxious stories, after denoising with neutral dialogue baselines, produces the anxious emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the anxious vector is projected through the unembedding matrix.

Promoted:
😣0.315
😖0.302
worse0.297
😰0.285
own0.267
Suppressed:
la-0.441
a-0.382
de-0.365
"-0.256
happy-0.256