The gallery opening was a blur of forced smiles and small talk. Sarah hated these events, but Mark had insisted. He was an artist, and he loved it, and she'd agreed to go. She usually enjoyed his company. Tonight, however, the champagne felt flat, the music grating. Mark was across the room, engrossed in a conversation with a woman who kept touching his arm. The familiar ache started behind her eyes, the one that usually came when she had to pretend she was interested.

As she moved forward, she tripped. The woman and Mark instantly rushed to her side.

"Are you ok?" Mark asked.

The woman asked, "Did you hurt yourself?"

They both turned to her. Sarah saw the look in their eyes.

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