The smell of stale coffee and printer ink hung thick in the air. Michael's stomach twisted. He’d stumbled upon it by accident, tucked away in the back of a drawer in his partner, David’s, study. A novel, filled with details of their life together, and yet… it felt utterly wrong.

He paced the confines of the small room, the wood floorboards creaking under his weight. His hands clenched and unclenched at his sides. He needed to leave, to get away from the suffocating pressure. He reached for his coat, his movements jerky and swift.

He bumped into David in the hallway. "Where are you going?" David asked, his brow furrowed. Michael paused, his gaze fixed on a point just past David's shoulder. "Out." The word felt clipped, abrupt. He didn't wait for a response.

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