He hunched over his desk, the weight of his responsibilities pressing down on him. The relentless demands of his job left him feeling depleted and drained. The air felt heavy, suffocating.

"Hey, Chris," said Jennifer, approaching his desk. "Did you ever go to Camp Goldenrod?"

He looked up, a flicker of irritation in his eyes. "Yeah," he responded, his voice curt.

"I thought I saw you!" Jennifer exclaimed. "I was in your cabin. Do you remember the time we got lost?"

Chris stared at her, his jaw clenched. He wanted to be anywhere else. He just wanted to be left alone.

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