"Seriously?" Mark sputtered, his voice cracking with the force of his astonishment. He read the email again, the words mocking him with their bland, corporate language. "After all that work? After all the late nights?" He slammed his fist down on the desk, rattling the flimsy cardboard frame of a photo of his parents.

His fingers twitched. He wanted to throw something, to shatter the pristine order of his meticulously organized office. Liam had the job. Liam, who’d probably shown up late, rambled on, and charmed everyone with his fake enthusiasm.

He felt a burning sensation in his chest, a tight knot that refused to loosen. His breath came in shallow, choppy gasps. He spun around in his chair, staring out the window at the busy street below, the vibrant colors of the city seeming to mock his disappointment.

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