The sunlight streaming through the window seemed to mock Amelia. She leaned back in the uncomfortable chair, her back stiff. Across the room, her brother, George, was practically bouncing in his seat. This whole situation was infuriating, a waste of everyone's time.

The solicitor, a woman with a perpetually pleasant smile, continued her recitation. Each word felt like a physical blow. Amelia shifted, fidgeting. She was finding it hard to breathe.

"…and for Miss Amelia, a rather…unique collection of celebrity autographs, primarily from the 1970s. And a coupon for a free hotdog from a local food truck." The woman's smile didn't waver, but Amelia’s own mouth twisted into a tight, almost painful line.

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