Rain slicked the gravel drive, mirroring the sheen of anger that coated Sarah’s face. She stopped the car, engine still running, and stared at the gap. The old apple tree, planted by her father twenty years ago, was gone. Just a muddy hole remained.

She slammed the car door with unnecessary force. That was a lovely tree. It produced the best apples. She thought of calling her neighbor and letting him know how she felt about this act of vandalism. He'd never liked the tree.

Her stomach churned. A headache was starting behind her eyes. This wasn't just about a tree. It was about her childhood, her father, everything she held dear.

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