I shifted in the stiff armchair, the fabric scratching against my skin. My brother, Sam, was practically giddy with anticipation, which only fueled my growing unease. The solicitor's voice was a low hum, a drone I couldn't seem to escape. This was all a joke, a sick joke.

"…and for Mr. Samuel, the family home, a beautiful estate overlooking the sea. For you, Miss Emily, a… a collection of rubber ducks. Each meticulously cataloged, with the names of family members written on the bottom. And a voucher for a single ice cream cone." My chest felt tight.

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