He felt a tightness in his throat, a pressure building behind his eyes. The woman, with her earnest pleas and hopeful gaze, was completely oblivious. He wanted to shout, to scream, to lash out. But he didn’t. He couldn’t.

He took a deep breath, fighting for control. He hated this, this feeling of… of *being encroached upon*. His meticulously planned flowerbeds, the fruit of years of care, were being… challenged.

He said, his voice raspy, “I am not interested.” He turned away, his shoulders slumped. The need to be alone, to retreat and regroup, was overwhelming.

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