He stared out at the sprawling, manicured lawn, a perfectly maintained expanse that felt as artificial as his own life. The house loomed behind him, a mausoleum of memories. He'd found the boxes while cleaning out the attic. His mother, the woman who had sculpted his life down to the last detail, had kept everything.

He thought of her, her crisp, controlled voice, her unwavering expectations. It was all there: the meticulously graded papers, the star charts, the art projects he had long forgotten. Every note had been labeled, organized by subject, by date. Each one was a reminder of her watchful gaze, her relentless pursuit of perfection. He could almost feel her presence in the room, judging his every move. His fingers curled into fists. He longed to tear it all to pieces.

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