The small talk in the water cooler area felt like an eternity. Kevin listened to his coworkers speak as if in a distant haze. He was acutely aware of every muscle in his body, tensed and poised for… something. He just didn't know what.

He smiled and nodded when needed, but he couldn't seem to focus on their words. The image of the interview, the panel of judges, the judgment itself, played on a constant loop in his mind.

He excused himself, muttering something about a phone call. He walked outside, the fresh air offering a slight reprieve. He inhaled deeply, trying to center himself, to push back the encroaching panic that threatened to overwhelm him.

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
πŸ˜–0.302
worse0.297
😰0.285
own0.267
Suppressed:
la-0.441
a-0.382
de-0.365
"-0.256
happy-0.256