The weight room felt oppressive, the metal of the equipment cold and unforgiving against Mark’s skin. He was supposed to be celebrating. He was supposed to be one of the star players. Instead, he was here, alone, a ghost in a temple of glory.

He slammed the weight plates onto the bar, the metallic clang a harsh punctuation to his thoughts. Each rep was a furious expression of his frustration. He pushed himself past his physical limits, driven by a desperate need to punish his body.

His breathing grew ragged, his muscles screamed, but he didn't stop. He couldn't stop. It was the only thing that made him feel anything other than this hollow, aching emptiness.

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