The wind whipped around him, carrying the scent of salt and decay. He stood at the edge of the abandoned pier, the grey water reflecting the overcast sky. The sea always seemed to mirror his mood. The weight of it. The unending expanse of it.

He kicked at a loose plank, and his foot struck something hard. A metal tube, half-buried in the sand. A time capsule. He’d never been one for such things. He stared at it, a knot forming in his stomach.

Inside, there was a worn map of the world. A small, empty bottle. And a message: “Adventure awaits.” He looked out at the vast ocean, the vast expanse of what he hadn’t done, what he had missed.

Emotion: bitter

Cluster: Shame / Guilt
PC1 (Valence): -1.78 Negative
PC2 (Disposition): 0.84

Role in Research

This story is one of 1,000 stories generated for the emotion bitter. 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 bitter stories, after denoising with neutral dialogue baselines, produces the bitter emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the bitter vector is projected through the unembedding matrix.

Promoted:
S0.447
striving0.238
😞0.236
aggravated0.225
soport0.223
Suppressed:
own-0.316
de-0.291
la-0.231
🤩-0.227
是非常-0.225