Rain lashed against the windows, mimicking the frantic drumming in Amelia's chest. She’d found it tucked away, a thick manuscript with her name – or a thinly veiled version of it – scrawled across the cover. The protagonist, a woman named Anya, was… well, Anya was *her*. Every mannerism, every sarcastic quip, every insecure habit. A wave of ice slithered through her.

She slammed the laptop shut, the metallic clang echoing in the silence of their shared apartment. He'd been so attentive lately, so *charming*. Now, it all seemed a calculated performance, a meticulous study for his literary project. All those late nights, the whispers, the averted glances when she walked in.

Anya – no, *she* – could almost taste the bile rising in her throat. She needed a drink. Scratch that, she needed several. She grabbed her coat, the fabric suddenly feeling coarse against her skin. The door slammed behind her, a punctuation mark on the end of a sentence she wasn't sure she'd ever finish.

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