The newspaper lay open on the kitchen table, the headline mocking her. Her eyes narrowed as she reread the title of her piece: "The Ethical Dilemma of AI Art." Signed by 'Professor Alistair Finch.' Her fingers tightened around the handle of her tea cup, the ceramic nearly cracking under the pressure. The article detailed hours of research, personal experience, and critical perspectives, now under some academic's name.

She felt a sharp pain in her chest. She pushed herself away from the table, a sudden need to move burning inside her. She needed to do something. Anything.

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