The notice, a stark white rectangle, quivered slightly in Amelia’s trembling hand. The cheap paper, the impersonal font – it all felt like a deliberate insult. She crumpled it, the sound a sharp crack echoing in the otherwise silent apartment. Her jaw clenched, a muscle jumping in her cheek. She slammed the paper into her trash can.

She stared out the window, at the neatly manicured lawns of the other tenants. Their lives, she imagined, were all roses and sunshine. They probably had money, the kind of money that kept them safe from these indignities. Amelia spun away, grabbing her chipped mug, and tossed the dregs of cold coffee into the sink.

The knot in her stomach tightened with each passing second. She hated everything – the peeling paint, the drafty windows, the landlord’s smug indifference. Everything.

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