The incessant banging had stolen the light from his world. It was a relentless assault on his peace. Harry pressed his hands against his ears, but the sound still reverberated in his skull.

He retreated to his basement, the only place where the noise was slightly muffled. He watched the construction from his single small window. It was all a reminder of what he had lost. His home was the last vestige of the life he remembered, a life before everything had fallen apart.

He sank into his chair, the silence of the basement only amplifying the echo of his internal turmoil.

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