The coffee shop’s cheerful chatter grated on Ben's nerves. He stirred his lukewarm latte, watching the steam curl and dissipate. He'd been looking forward to this job, a research assistant position at the university. He needed it. And then, he saw that Alex, his best friend, had also applied.

He knew Alex was smarter, more naturally gifted. He'd seen Alex get everything he wanted. A knot formed in his throat. He wished he could just disappear.

He took a large gulp of the coffee, grimacing at the bitterness. The thought of facing Alex after the interviews, whatever the outcome, felt like a punishment. He just wanted it all to be over.

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