The pounding in her head was relentless, a dull, throbbing ache that wouldn’t cease. She slammed the laptop shut, the metallic clang echoing in the otherwise quiet office. She'd been working on the presentation for the promotion and everything felt wrong.

Her shoulders were tense, locked into a perpetual hunch. She rubbed her temples, attempting to alleviate the pressure, but the pain persisted. She knew, deep down, that she was capable, but the fear of letting down her team, of failing to meet the challenge, gnawed at her.

The thought of facing John, her competitor, in the upcoming meeting, filled her with a sense of dread. Their rivalry, once friendly, had become a silent battle, played out in carefully chosen words and subtly competitive gestures.

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