Marcus ran a hand over his tired eyes. He hated cleaning out his grandmother's house. So much to do. So little time. He'd been sifting through boxes of belongings all day, the dust coating his clothes and settling in his lungs.

He swore under his breath as he opened another box. It was full of old letters. He began to skim them, tossing aside the mundane ones. Then he saw a familiar name. His grandmother's handwriting. A draft of a letter she'd written years ago, a resignation from her position as a schoolteacher.

He read the words, the familiar looping script. The reasons given were…weak. “A change in direction.” He slammed the box shut. He just wanted to be done.

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