He gripped the watering can so hard his knuckles were white. The woman from next door, bless her heart, was a kind soul. But this? This suggestion to share his precious space? It was like someone had just told him he was no longer allowed to breathe.

His carefully crafted landscape, with its precise borders and vibrant flowers, represented everything he held dear. He felt a prickle of sweat on his forehead. Every perfect blade of grass, meticulously mowed, was a testament to his dedication.

His response was terse. "I don't think so," he said, and with that, he turned and began watering his petunias with a vengeance, the stream of water a violent, almost angry cascade.

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