The office hallways seemed to stretch on forever, each step a tedious trudge. He walked with his head down, avoiding eye contact. The air hung thick, almost suffocating, with the knowledge he now possessed. A crushing weight settled on his shoulders with every step.

He found himself snapping at his wife over something trivial, a triviality that would not have bothered him before. The anger flared up, a sudden, searing heat. It wasn't about the dishes.

The TV, when he finally turned it on, was just noise.

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