The drive back home was a blur. The radio played a cheerful tune, which grated on his nerves. He pulled into the driveway, the gravel crunching under his tires. Under the oak tree, where he used to spend hours, a metal box was now visible. A time capsule. He got out of the car slowly, as if the very act was an effort. He had no inkling of this.

A mix tape. He found a player and put it in. The music was fast and energetic. The lyrics were about rebellion, about passion, about freedom. He looked around. Everything felt stale, suffocating. He wanted to scream. He was filled with… a hollowness.

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