He shoved open the attic door with a frustrated grunt. The previous owner. What a disaster. A whole lifetime of hoarding, apparently, had ended up here. A dusty easel stood in one corner, next to a pile of yellowed canvases.

He kicked a discarded paint can, the sound echoing in the confined space. “Just get out, you lazy…!” He cut himself off, muttering under his breath. He hated this feeling. The feeling of helplessness. The feeling that someone else had just decided to ruin his day.

His fingers itched. He wanted to scream. Instead, he forced himself to take a deep breath, trying to calm the internal fire. He really, really didn’t want to be here.

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