The sharp rap on the door startled Maya. She jumped, nearly dropping the heavy pot of stew she was stirring. It was Mrs. Henderson, her face contorted in a mask of disapproval. Maya’s cheeks flushed.

"That music," Mrs. Henderson began, her voice tight with anger. "It's just atrocious. Can't you turn it down?"

Maya felt a knot tighten in her stomach. She opened her mouth to apologize, but only a small, strangled sound escaped. She pointed a trembling finger toward the stereo in the living room.

Mrs. Henderson's eyes narrowed. "I've had to turn up my hearing aid to try and drown out the noise! Is this how you treat your elders?" She huffed and turned, her back rigid with indignation. Maya watched her go, and a cold dread washed over her.

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