The rain hammered against the windows, mirroring the tempest inside him. He stood in the hallway, eavesdropping, leaning against the cold wall. Her voice, usually so melodic and gentle, now sounded different, stronger, more confident. He heard the familiar cadence of his mother’s voice answering, the two women chattering away. Laughter, shared, familiar.

He wanted to scream, to lash out. Instead, he clenched his fists so tightly his knuckles turned white. He retreated into the bedroom, the door slamming shut, a definitive sound against the wet night.

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