Her palms were slick, even though the air conditioning in the banquet hall was arctic. The microphone, gleaming under the harsh stage lights, seemed to magnify the tremor in her hands. She clutched the crumpled notes tighter, the paper rustling like autumn leaves in a hurricane. She could feel her heartbeat hammering against her ribs, a frantic drumbeat against the silence before she spoke.

She rehearsed the opening line in her head. "Good evening, everyone..." Her voice, when it finally emerged, sounded reedy and thin. She swallowed, trying to force the lump in her throat to disappear.

She scanned the room, each face a blur, each gaze a potential judgment. Her father sat at the head table, beaming, oblivious to her inner turmoil. She wished, desperately, that she could simply disappear.

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