The air in the house felt thick, oppressive. Maria felt her chest tighten with each resounding blow of the hammer. She pulled the covers over her head, wishing for oblivion. The rhythmic pounding intensified, and the image of her neighbor, smiling with a tool in his hand, filled her mind.

She kicked the sheets off in anger, and went to open her window. She felt the urge to scream. Instead, she took a long, slow breath, determined to find a way to deal with the constant din. She got up, and began the task of cleaning the whole house, finding solace in the repetitive act.

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