The paper crackled in her trembling hands. A 'D'. A goddamn *D*. She reread the professor's comments, each one a fresh stab wound. "Lacking depth," "Poorly supported arguments," "Demonstrates a fundamental misunderstanding…" Her jaw clenched so tightly she thought she might crack a tooth. She slammed her fist on the desk, the force of the blow jarring the small room. How could this be? She'd spent weeks on this essay, sacrificing sleep, social life, everything! The injustice of it all burned like acid in her gut.

Emotion: irate

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.45

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.430
🤬0.350
aggravated0.343
0.340
0.331
Suppressed:
H-0.292
soon-0.289
☺️-0.289
optimistic-0.258
latter-0.253