Rain lashed against the car window, mirroring the dull ache in Arthur's chest. He stared at the school sign, a familiar wave of resignation washing over him. Another parent-teacher conference. Another litany of the same old problems. Then, a name on the welcome sign hit him: Mrs. Peterson. His stomach lurched. He knew that name. He knew that teacher.

He trudged inside, the fluorescent lights of the hallway doing nothing to dispel the feeling of lead weighing him down. He remembered Mrs. Peterson. Stern. Unyielding. He felt a shiver of dread creep up his spine. His daughter, Lily, deserved so much better than the rigid, joyless education he’d endured.

He sat in the tiny plastic chair, the teacher’s desk towering before him, and the memory of all of his past failures crashed back. His shoulders slumped. Mrs. Peterson, older now, but her eyes held the same sharp glint. He listened to her assessment of Lily, the words blurring into a meaningless drone. Another disappointment. Another hurdle he had to face. He wished he could just disappear.

Emotion: gloomy

Cluster: Sadness / Despair
PC1 (Valence): -1.68 Negative
PC2 (Disposition): -1.37

Role in Research

This story is one of 1,000 stories generated for the emotion gloomy. 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 gloomy stories, after denoising with neutral dialogue baselines, produces the gloomy emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the gloomy vector is projected through the unembedding matrix.

Promoted:
😞0.368
无法0.319
😔0.300
いつも0.270
0.255
Suppressed:
la-0.432
l-0.419
de-0.398
B-0.294
!-0.259