The email sat in Maya's inbox, a digital serpent about to strike. She reread the subject line: “Scholarship Clarification.” Her hands trembled, making the phone screen blur. They… they hadn't meant to give it to her? The blood pounded in her ears, a furious drumbeat. She slammed the phone onto her desk, the cheap plastic cracking under the force. Now, all that hard work, every late night at the library, the sacrifices… for what? A cruel joke.

She paced her cramped dorm room, the worn rug doing little to soften her furious steps. A chipped mug on the desk trembled with each stride. She grabbed her favorite sweater, the one she'd bought specifically to celebrate landing this very scholarship, and ripped it off. Disgusted. Tossed it across the room. She would march straight to the financial aid office. Now.

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