He sat in his cluttered office, the air thick with the scent of old books and unspoken resentments. He had just finished a particularly arduous day, and the idea of facing another tomorrow felt utterly exhausting. A package sat on his desk, wrapped in expensive paper.

He recognized the return address: a student who had, in his opinion, possessed little talent and even less discipline. He opened the package, revealing a beautifully crafted wooden sculpture. A card accompanied it. "To Mr. Ellis, for believing in me, even when I didn't believe in myself."

He ran a hand over the smooth, cold wood. The gift felt heavy, almost oppressive. Why now? After all these years, after all the students who had forgotten him completely, why this one? He threw the card into the bin.

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