The clicking of the keyboard echoed in the empty room, amplifying the hollowness that resided within. John, forced to train his replacement, fought to maintain a semblance of composure. The trainee, a woman named Lisa, was already showing a proficiency that made John feel utterly inadequate.

He pushed his chair back slightly, a physical manifestation of his desire to escape. The air felt thin, his chest tight. He felt a constant ache in his temples, a headache that wouldn't abate.

β€œAnd that’s how you generate the report.” His voice was dull, devoid of any inflection. He could feel the sting of the day.

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