The library felt colder than usual, the air conditioning a sharp contrast to the heat rising in Amelia’s chest. She sat hunched over the table, her gaze fixed on the printed copy of her paper. The professor’s note was stapled to the front, the red ink a splash of violent color. Her stomach churned.

She gripped the edges of the table, knuckles white. The accusations were a direct assault on her character, a violation of her efforts. Every word felt like a personal attack. She took a deep breath, trying to steady herself, but the air felt thin.

Her breath hitched in her chest. She needed to prove her innocence, to convince them she hadn’t cheated. The thought galvanized her to read the paper again, searching for flaws, for anything that would give her a clue.

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