He slammed the door, the sound echoing through the small apartment. Thomas crumpled the notice in his fist, the paper feeling flimsy and insignificant against the storm brewing inside him. He kicked at a stray shoe, sending it skittering across the floor. His stomach churned.

He paced the cramped living room, his footsteps heavy on the worn carpet. He clutched the crumpled paper as he went, like a lifeline. Sunlight streamed through the dirty window, illuminating dust motes dancing in the air, but he didn't see them.

He kept seeing the landlord's face, the tight smile, the thinly veiled contempt. He felt a wave of anger crash over him, followed by a sinking feeling of helplessness. He needed a drink. He needed something to make the churning in his gut stop.

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