The air conditioning blasted icy air, making Liam shiver despite the sweater he wore. He had a knot in his stomach. The thought of another day in this office made him feel sick. He just wanted to go home.

"Liam, did you ever go to Camp Sunshine?" asked Maria, her voice filled with enthusiasm. She was making small talk.

He stared blankly at her. He didn't want to talk. He didn't want to smile. "Yeah," he said, his tone flat. He hated small talk. He just wanted her to stop talking.

Maria smiled. "I have pictures! I've been going through old albums, and I've found so many photos from that summer!"

Liam avoided her gaze. He felt a wave of irritation wash over him. He focused on his computer. He wanted the day to end.

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