He stared at the listing on the screen, a slow, corrosive anger eating away at him. The house, his childhood home, was being sold. The memories, the laughter, the arguments – all reduced to square footage and market value.

He hated the forced cheeriness of the realtor’s description, the empty promises of “new beginnings.” He hated the way the new owners would never understand the history, the echoes of the past that lingered in every room.

He stood up abruptly, the chair falling backward with a clatter. He felt a need to lash out, to break something, to somehow reclaim a piece of what was being taken from him. He had to stop the emptiness from consuming him.

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