The rejection email sat, a digital serpent, coiled in his inbox. He clicked on it, his finger trembling slightly. A curt, impersonal message. No explanation, just a polite brush-off. He slammed his laptop shut, the sound echoing in his small, cluttered dorm room. Sunlight streamed through the window, illuminating dust motes dancing in the air, a scene that now seemed mocking in its cheerfulness. He wanted to shatter something, anything.

He paced. The worn carpet felt rough beneath his bare feet. Each step was a stomp, a protest against the injustice of it all. Didn't they understand what he'd sacrificed? Hours studying, volunteering, the constant financial strain weighing down his family. They had dismissed him as easily as they’d flicked a fly from a window.

He grabbed his worn textbooks, throwing them across the room. They scattered, their pages splaying open, revealing his frantic notes. Now his hard work was all for naught. A deep ache formed in his chest.

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