"Unbelievable," Jessica muttered, staring at the photo. She slammed the album shut. The sound was sharp. Her mother, the woman who had always lamented about the "difficulties" of her marriage, was beaming at a handsome man, clearly not her father.

Her palms felt sweaty. She felt the urge to pace, to move, to *do* something, anything to alleviate this rising sense of… something akin to rage. The photos were lies, fabrications that undermined everything she thought she knew. Jessica went and grabbed a glass of water, then took a long, steady sip.

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