The band struck up a familiar tune, a saccharine melody meant to evoke joy. Liam gritted his teeth, the music an assault on his ears. He watched his father, the guest of honor, laughing and joking with his colleagues. He felt a rising tide of resentment, a familiar burn.

He approached the microphone, the stage lights blinding. He saw his own reflection in the polished surface, a stranger staring back. "Dad," he said, his voice flat and unenthusiastic. "Enjoy your newfound freedom. I hope you make the most of it."

The words felt inadequate, a poor substitute for the anger he could barely contain. The ache was still there, the wound unhealed.

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