The beach, usually a source of joy for him, now felt like a prison. The sand was gritty, the sun oppressive. Michael sat under a brightly colored umbrella, watching the waves roll in, but seeing nothing. His date, Ashley, was building a sandcastle with a child a distance away. She was laughing, her voice carrying on the breeze. He, however, felt a dull, persistent… apathy.

He saw another man, looking exactly like him, walking over. "That's my son," Ashley said.

Michael looked at the man.

"I need to talk to my husband," she said.

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