“Dad, someone sent you a letter,” his daughter said, her voice cheerfully upbeat. He took the envelope, turning it over in his hands. He recognized the sender: a childhood bully, now apparently seeking forgiveness.

He sat heavily on the sofa. He didn’t want to read it. He thought of all the times he'd been mocked, belittled, humiliated. He thought of all the times he'd cried.

He tossed the letter onto the coffee table with a sigh. His shoulders slumped. He felt a throbbing ache in his temples that he hadn’t noticed before. He hated the way it made him feel.

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