He found himself irritable and short-tempered with everyone. The incessant noise next door, the drilling and sawing, had become a constant, grating presence in his life. He snapped at his children, argued with his wife, and even barked at the family dog.

His normally calm demeanor had dissolved. His mind raced. He went from room to room, looking for a place where the noise was bearable. But it was everywhere, infiltrating his home. He clenched his jaw, feeling a headache begin to throb behind his eyes.

He stood in front of the window, watching the workers next door, feeling a surge of impotent anger. His quiet sanctuary had been violated. He felt a profound sense of helplessness. His carefully constructed life was unraveling.

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