The slow tick of the grandfather clock in the hallway seemed to taunt me. I shoved my hands in my pockets, already feeling the familiar pressure behind my eyes. My brother, Kevin, was wandering through the garden, whistling a cheerful tune and examining the overgrown rose bushes. He seemed completely oblivious to the fact that I was currently staring at a mountain of paperwork.

"Kevin," I called, my voice tight, "could you *please* come inside and help me with these tax forms before they bury me alive?"

He poked his head inside, a cheerful grin on his face. “Sure thing, Amy. Just let me finish admiring these roses.”

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