The email arrived with a cheerful subject line: "Your Essay is a Hit!" Daniel almost deleted it without reading it. He skimmed it, already knowing what it would say. His fingers tightened around his phone, his knuckles turning white.

He felt a familiar pressure in his chest. His essay, "The Mathematics of Memory," was his most personal piece of work. The admissions office had chosen to use it. Now, it was being promoted to attract prospective students. He wasn't happy about it.

He tossed his phone onto his desk and slammed his fist on the surface, making everything jump. He got up and began pacing his room. This entire process was making him uncomfortable. He felt like his private thoughts were now on public display.

Emotion: irritated

Cluster: Anger / Hostility
PC1 (Valence): -0.86 Negative
PC2 (Disposition): 1.07

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.370
S0.282
P0.264
😠0.248
aggravated0.233
Suppressed:
own-0.300
joyful-0.211
joyous-0.207
खोले-0.206
newfound-0.205