The acceptance letter, once a symbol of triumph, now felt like a lead weight in Elias’s hand. He crumpled it, the crisp paper yielding under his tightening grip. The university, the gleaming campus, the future he’d painted in vibrant hues – all of it suddenly seemed to be mocking him. He’d poured his heart into the application, sacrificed countless nights, and for what? To be some kind of… mistake? The email, detailing the error, sat accusingly in his inbox. A clerical oversight, they’d called it. A clerical oversight that cost him his chance.

He slammed his fist against the desk, the wood groaning in protest. Outside, the world continued, oblivious. Sunlight streamed through the window, illuminating dust motes dancing in the air, a scene of effortless joy that felt profoundly unfair. He walked outside, the sun blinding, and found his car. He floored it, the tires screaming in a frustrated release.

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