"Just look at this," Mark muttered, holding a picture up to the dim light of the hallway. He slapped it down on the table, the sound echoing through the empty house. His grandmother, the saintly matriarch, was captured in the photo laughing uproariously as she sat at a poker table.

He felt a throbbing ache behind his eyes. He’d spent his life trying to live up to the impossible standards she set, the ones she always preached about. The photographs revealed a woman far more complex and... mischievous. He kicked a stray shoe across the floor, the act a small rebellion.

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