The stale air of the office seemed to thicken with each passing hour. He felt a dull ache behind his eyes, a consequence of sleepless nights. He just felt worn down and exhausted.

"Mark, were you ever at Camp Meadowbrook?" asked David, leaning against his cubicle wall.

Mark looked up, his face a mask of indifference. "Yeah," he said, his tone flat. He wished David would leave him alone.

"I was in the woodshop!" David exclaimed. "I remember you. I think you made a terrible birdhouse."

Mark forced a smile. He wanted to scream. He wanted to shatter the illusion of normalcy.

Emotion: miserable

Cluster: Sadness / Despair
PC1 (Valence): -2.19 Negative
PC2 (Disposition): -0.87

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😞0.369
无法0.321
無法0.270
💔0.265
😔0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224