The email arrived mid-lecture, a stark white rectangle in the sea of Dr. Peterson’s droning voice. Sarah’s breath hitched. She surreptitiously opened it, her fingers clumsy on the trackpad. The subject line, “Important Announcement Regarding University Status,” nearly made her drop her laptop. A cold dread washed over her as she scrolled through the densely packed text. Her stomach clenched. She glanced around the lecture hall, noticing a few others already with the same stricken look on their faces.

Her legs felt like jelly under her. She needed to get out, to *breathe*. She slipped out of the lecture unnoticed, the words of the email—closure, transition, uncertainty— echoing in her head. Outside, the autumn air was crisp, but it did nothing to soothe the tightness in her chest. She found herself pacing, muttering under her breath, a restless energy coursing through her.

Her carefully constructed plans, her future in this field, the friends she had made, threatened to unravel. She slumped against a brick wall, feeling utterly lost, the certainty she once possessed replaced by a gnawing emptiness.

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