The speeches had started, and each one seemed to lengthen the shadow of dread that had been following Mark around for weeks. He gripped his glass so tightly his knuckles were white. His father's career, he knew, was a source of pride, and now Mark was supposed to reflect that. His mind, however, was a blank canvas.

The air grew heavy. His throat felt dry, and he took a gulp of his drink, barely tasting it. He found himself avoiding eye contact, afraid he would give himself away. He was suddenly aware of his pounding heart, a relentless rhythm against his ribs.

He wanted to scream. He wanted to run.

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