Dust motes danced in the single ray of sun slicing through the blinds of Leo's dorm room. The "D+" on his chemistry midterm seemed to mock him, a cruel joke. He’d poured over the material, even going to the tutoring sessions, a fact he now regarded with utter disdain. He chucked the paper across the room, it landing near a pile of dirty clothes.

He felt the familiar thrum of his pulse in his temples. He ran a hand through his already messy hair, leaving it standing on end. He felt cheated, as if the universe owed him something, something he was sure he deserved. This wouldn't have happened if Professor Davis actually taught, instead of just reading from the textbook.

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