The relentless beeping of the copy machine felt like a personal insult. James hated his job, the fluorescent lights, the endless meetings. Everything. He leaned back in his chair, trying to alleviate the tension building in his shoulders. It was no use. He felt trapped.

"James, did you ever go to Camp Firefly?" offered Mary, smiling, as she brought a document to the machine. She was trying to be friendly.

He looked up at Mary. He sighed heavily. He knew this would take him away from his project. "Yeah, I think so," he said, his voice laced with weariness. The thought of camp triggered a memory of a time he'd rather not revisit.

"I remember the canoeing! Wasn't it great?" Mary asked excitedly.

James didn't respond. He turned back to his computer screen. The words on the monitor swam before his eyes. He wished she would just leave him 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