He paced his room, the hardwood floor creaking under his rapid steps. His heart hammered against his ribs, a frantic drumbeat against his eardrums. The essay grade, a devastating D, lay crumpled on his desk like a discarded dream. His stomach churned, a knot tightening with each passing second. He ran a hand through his hair, tugging at the strands. What had he done wrong? The words, usually so easy to conjure, felt distant now, lost in a swirling fog of confusion.

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