He heard the insistent tapping of the keys, the familiar strains of the melodies he had once composed, now echoing from his son, Sam’s room. Sam's music was better than his, more polished, more confident. He, George, had spent years struggling to write songs, pouring his heart and soul into his music, only to be met with constant rejection.

A familiar weariness settled over him as he listened, a weight in his chest that never seemed to lift. He hated it. He hated the music. He hated his son. He hated the way his own hands felt empty when he picked up the guitar now. He closed his eyes and forced himself to breathe slowly, but the music never stopped.

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