The old house felt like a cage. My jaw clenched as I stared at the dusty, cluttered attic, its depths promising only more work. My sister, Olivia, was downstairs, attempting to play the ancient piano with a child-like enthusiasm. Every discordant note grated on my nerves.

“Olivia,” I called, trying to keep my voice even, “would you be so kind as to refrain from making that godawful racket for five minutes and come help me sort through this mess? Please!”

The piano continued to clang out its mournful tune. I slammed the attic door, the sound echoing through the empty house.

Emotion: irritated

Cluster: Anger / Hostility
PC1 (Valence): -0.86 Negative
PC2 (Disposition): 1.07

Role in Research

This story is one of 1,000 stories generated for the emotion irritated. 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 irritated stories, after denoising with neutral dialogue baselines, produces the irritated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the irritated vector is projected through the unembedding matrix.

Promoted:
l0.370
S0.282
P0.264
😠0.248
aggravated0.233
Suppressed:
own-0.300
joyful-0.211
joyous-0.207
खोले-0.206
newfound-0.205