The notice sat on the doormat, a stark white intruder. Michael picked it up slowly, as if afraid it would bite. His mouth twisted in a grimace as he read the words, each one a jab.

He walked into the kitchen, his shoulders slumped, and stared into the refrigerator, finding nothing. The emptiness mirrored the hollow ache he felt inside.

He opened a cupboard and hurled a can of beans against the wall. It clattered to the floor, the sound a small explosion in the silence. He kicked at it, and then at the wall, with no goal in mind.

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