The postman’s footsteps receded, leaving Sarah standing on her porch with the letter clutched in her hand. It was from her ex-husband, a man whose infidelity had broken her heart a lifetime ago. A lifetime she had spent rebuilding herself.

She ripped the envelope open with a violence that surprised even herself. The words blurred before her eyes. He said he was sorry. Sorry! For what? For leaving her in tatters?

She slammed the door shut, the sound echoing in the empty house. The quiet usually soothed her, but now it felt suffocating. She paced the living room, the polished floorboards squeaking beneath her feet.

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