Sarah bit her lip, staring at the school sign. Her daughter, Emily, had gotten Ms. Jones. The same Ms. Jones who had accused Sarah of cheating on a history exam. The memory, a stinging reminder of her teenage insecurity, still burned bright. She felt a prickle of sweat on her forehead.

She felt a wave of nausea. She'd always been a rule-follower, and the accusation had felt like a betrayal. She felt the old anger rising, the familiar sting of injustice.

She straightened her shoulders and took a deep breath. She wouldn't let her own past ruin Emily's present. But as she walked through the school doors, she felt every muscle in her body tense.

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