He’d practically lived in the library, sacrificing sleep, social life, even basic hygiene. Hours spent hunched over textbooks, crafting essays, polishing his application to perfection. Now, the rejection email felt like a slap in the face. David crumpled the paper in his hand, a frustrated groan escaping his lips.

“What a joke,” he muttered, his voice tight. He felt his face flush, a heat rising from his chest. He stood abruptly, paced across his tiny apartment, kicking at a stray textbook in his path. The book slammed against the wall with a hollow thud.

He felt the weight of every lost opportunity, every missed party, every skipped meal. It had all been for this, a scholarship that now wasn't worth anything, and he felt a cold hollowness start to consume him.

Emotion: insulted

Cluster: Anger / Hostility
PC1 (Valence): -0.98 Negative
PC2 (Disposition): 1.46

Role in Research

This story is one of 1,000 stories generated for the emotion insulted. 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 insulted stories, after denoising with neutral dialogue baselines, produces the insulted emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the insulted vector is projected through the unembedding matrix.

Promoted:
l0.354
0.277
0.267
C0.237
🤬0.233
Suppressed:
own-0.325
давно-0.229
adventurous-0.223
soon-0.219
optimistic-0.217