A cold sweat slicked Amelia’s palms as she stared at the screen. The glossy magazine, "College Bound," lay open on her desk. There it was: her essay. Under the title, "Finding My Voice in the Choir," was her name, beneath a flattering headshot she barely recognized. A knot formed in her stomach, twisting tighter with each passing second.

She slammed the laptop shut, the sudden action startling her. Amelia paced her small dorm room, the worn rug offering little comfort. Her carefully constructed narrative, the one she’d bled over for weeks, was now…public.

Her breath hitched. She felt a sudden urge to run, to escape the confines of her room, the suffocating presence of the essay. She pressed her fingertips to her temples, attempting to alleviate the pressure building there, but it only intensified.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

This story is one of 1,000 stories generated for the emotion distressed. 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 distressed stories, after denoising with neutral dialogue baselines, produces the distressed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the distressed vector is projected through the unembedding matrix.

Promoted:
😣0.304
😞0.296
worse0.291
😖0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229