The listing appeared on the screen, a beacon of… annoyance. That’s what it was. Amelia felt a heat prickle beneath her skin. The house. Her childhood home, now owned by someone else. The photos seemed to mock her.

The description used words like "updated" and "modern," implying an improvement. But the reality, she knew, was a hollow victory. The vibrant colours of her childhood bedroom were gone, replaced with bland neutrals. The oak tree she had climbed every summer, it was gone, too.

Amelia’s lower lip trembled. She wanted to scream. She wished she could go back to the years where life had been so simple. She clicked the screen off. The feeling in her chest wouldn't go away.

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