He’d always felt a kinship with Finn Mallory. Liam, a budding journalist, had devoured Mallory’s gritty crime novels, finding solace in the stark realism. Now, slumped on a park bench, the newspaper crinkled in his fist, he felt a nausea rising. The headline: *Mallory Exposed: Plagiarism Scandal Rocks Literary World*.

He’d spent years aspiring to Mallory’s style, meticulously studying his prose, even visiting the bar mentioned in *Shadows of the City*. Now, looking at the article detailing the source material - obscure, forgotten works - Liam felt a profound sense of… emptiness.

He threw the paper in a nearby trash can. The mundane clatter of the lid seemed to amplify the silence in his chest. A couple strolled past, hand in hand, laughing. He looked away, the sunlight suddenly too bright, the world too cheerful.

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