"Do you really need *another* renovation, Ms. Davies?" The sarcastic question left my mouth before I could stop it. I was working on a small, shoddy patio, while Ms. Davies was talking about installing a new, imported marble bathroom.

She just shrugged. The woman always acted like money meant nothing to her. I wanted to just punch the wall.

I went back to work, but the concrete felt heavy. The feeling of being unequal was a leaden thing inside me. I was a craftsman, not a beggar. The thought did nothing to make me feel better.

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