He stared at the blank television screen, the flickering light doing nothing to dispel the gloom that had settled over him. He’d seen the number on the caller ID, a name he didn't recognize, and heard his partner, Ethan,’s secretive whisperings. The secret calls had been going on for weeks. He felt sick.

A heavy weight pressed down on him, making it difficult to breathe. He felt a profound sense of emptiness, a hollow ache that resonated throughout his entire being. He ran his hand over his face, feeling the stubble on his cheeks, the faint lines that seemed to have deepened overnight.

He felt a deep sense of betrayal, a betrayal that seemed to have poisoned everything he held dear. He felt as if everything he trusted was gone.

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
焑法0.270
πŸ’”0.265
πŸ˜”0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224