He had to get out. Liam paced the small space, his shoulder bumping repeatedly against the smooth steel wall. The air conditioning was failing; a trickle of sweat traced a path down his temple. This was going to be the day he was going to miss his daughter's soccer game.

"You okay, Liam?" Brenda, his coworker, looked at him with a cautious expression. He ignored her, continuing his restless march. His gut twisted into knots.

He fumbled with his phone, the screen stubbornly blank. No signal. He shoved the useless device back into his pocket, muttering under his breath. The elevator seemed to shrink with every passing minute.

He felt a sudden, powerful urge to scream, to break something. His hands clenched into fists, nails biting into his palms. He took a deep, shuddering breath, trying to regain control.

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