The cramped office cubicle felt smaller than usual today. The walls seemed to press in on Carol, the scent of stale coffee and printer ink exacerbating the feeling of being trapped. Beside her, the new hire, a young man named Ben, chattered incessantly about his career goals, each word grating on her frayed nerves.

“And then you just… select that option,” Carol said, her voice flat. She avoided eye contact, staring instead at the screen, the blinking cursor a constant reminder of the hours ahead. Her shoulders slumped; her posture reflected her feelings.

She felt a wave of nausea, the room spinning slightly. She wanted to scream, to shatter the placid facade and unleash the turmoil she felt inside. But she couldn’t. She had to finish the training.

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