The email sat in the inbox, a digital serpent coiled to strike. Amelia stared at the screen, her breath catching in her throat. The subject line, “Regarding Your Submission,” felt like a personal accusation. A cold knot tightened in her stomach.

She clicked the link, her mouse hand trembling. The comparison document opened, side-by-side with passages from her own unpublished manuscript. Her world seemed to tilt. The words, the *exact* words, were there, in Professor Davies’ latest bestseller.

Amelia ran a hand through her hair, pulling at the strands. This couldn’t be happening. She felt a profound sense of… being knocked off-kilter. The walls of her small apartment seemed to shrink, the silence amplifying the frantic drumming of her heart.

She slammed the laptop shut, the metallic clang echoing in the suddenly claustrophobic space. She needed air. Now.

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