The library, once a sanctuary, now felt like a prison. Liam shoved his books into his bag with a brutal efficiency, the action a release for the furious tension coiling in his chest. He could barely stand to look at the words on the pages anymore, knowing that his work would never be considered his own.

He slammed his locker shut, the metallic clang echoing through the near-empty hallway. Every interaction, every fleeting glance from a fellow student, felt like an accusation. They whispered behind cupped hands. He could feel it. The scrutiny was all over his work, and it was devastating.

He avoided eye contact, hurrying towards the exit. The weight of the world pressed on his shoulders, making him feel small and insignificant. He shoved his hands in his pockets, his jaw clenched, as if trying to physically contain the anger that threatened to erupt.

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