The attic was a labyrinth of forgotten treasures and discarded memories. David found a box marked "Dad's Stuff". Inside, amidst old photographs and faded ties, he discovered a letter. His father's handwriting, neat and precise, but the words… they burned with a cold, contained anger aimed at David himself.

He read the letter slowly, each word a fresh wound. His father's disappointment, his criticisms, his barely concealed disdain. He felt a sharp pain in his chest, as if someone had punched him. He had always tried to earn his father's approval.

He threw the letter down, his hands trembling. The world tilted on its axis. He couldn’t breathe.

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