The review was a gut punch. Chef Marco felt the blood drain from his face as he read it. The words seemed to vibrate, mocking him. He leaned against the cool brick wall of the restaurant, the dampness seeping through his jacket. His legs felt shaky.

He’d taken a gamble, pouring his savings into this restaurant, and the critic had essentially called it a failure. Marco’s dream, so vibrant and full of promise, had now been reduced to ashes. The laughter of customers, which he had so enjoyed hearing, now felt like a taunt.

Marco looked up at the darkening sky, the city lights beginning to flicker. He pulled his collar higher, trying to ward off the chill that had settled deep within him. He felt hollow, as if a vital part of him had been ripped away.

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