The small, handwritten note was tucked inside a forgotten book. It was from a friend, a friend who had, years ago, betrayed his trust and vanished without a trace. Her handwriting was still perfect. He threw the book down on the bed.

He hadn’t thought about her in years. He’d built a good life, a life free from the painful memories she represented. Now, she was back, and he wanted to scream.

He began pacing the room, his steps quick and uneven. He felt a sudden, inexplicable heat rising in his chest. The walls seemed to be closing in.

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