He found himself pacing his apartment, the hardwood floor creaking in protest. “Unbelievable,” he muttered, his voice tight. The walls seemed to close in around him, suffocating. He’d meticulously crafted his presentation, staying late night after night. He’d made sure his numbers were perfect, his ideas innovative.

The television flickered uselessly, a cacophony of sound he couldn’t decipher. He turned it off with a snap. The silence was almost worse. He began to run his hands through his hair, tugging at the strands until his scalp ached.

He remembered a comment from the boss, a throw-away statement. Now, he wanted to shout at the skies! He grabbed his phone and scrolled through his contacts, hesitating before deleting the number of his supervisor.

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