The concert hall buzzed with anticipation, the air thick with the smell of popcorn and expensive perfume. Liam sat rigid in his seat, his hands clasped so tightly they ached. He was supposed to be enjoying this, a special night out with Emily. They'd been seeing each other for months, and he was ready for things to move to the next level. She, however, seemed preoccupied, her attention constantly elsewhere. Her responses to his comments were brief, distracted.

During the encore, she began to cry. Liam was instantly worried.

"What's wrong?" he asked.

"Oh nothing", she said, "It's just that I miss him so much." Her eyes suddenly snapped to the door. "Oh!" she said, "He's here."

A man with a familiar smile walked through the door.

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