A tremor ran through Liam's hands as he stared at the email. The subject line, "Possible Plagiarism in Your Recent Submission," burned a hole in his vision. He slammed his fist on the desk, scattering pencils and loose change across the linoleum. He'd poured his heart into that essay, driven by a genuine passion for the subject. Now this… this was an insult.

He reread the email, each sentence twisting the knife. The professor's polite tone grated on his nerves. He wanted to throw his phone across the room. The knot in his stomach tightened. He wanted to confront his accuser, to demand an explanation, to make them understand the hours of effort he had invested.

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