He slammed the door, the sound echoing through the sterile apartment. It was a new apartment, new life, new… everything, or so he had thought. Now, staring at the small, leather-bound book in his hands, he felt every old wound reopen. Inside, his mother had carefully preserved every single thing he'd ever written in middle school. The angsty poetry, the half-baked stories, the awkward attempts at humor – all laid bare.

He wanted to scream. He wanted to rage. He wanted to break something. His pulse hammered in his ears as he flipped through the pages. The handwriting was his own, yet the words felt alien, like someone else’s shame. He clenched his jaw, the muscles in his neck tightening. He pictured her, hunched over these things, meticulously cataloging his failings. The apartment, once a symbol of his independence, now felt like a gilded cage.

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