Liam stared at the page, the blood draining from his face. His carefully crafted words, his earnest attempt to convey his passion for astrophysics, were staring back at him in bold, digital print. He wanted to physically tear the screen apart. He had been so proud of that essay. He’d sweated over every syllable.

A bitter taste flooded his mouth. The essay, the thing that had felt so singular to him, now belonged to everyone. This was his raw experience made into a textbook example. He felt exposed, as if the university was using him as a prop.

He leaned back in his chair, the springs groaning in protest. He felt a profound sense of violation, a sharp sting in his gut. He thought about the admissions officer, the anonymous person who had approved this, and a slow, simmering anger began to build.

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