The afternoon sun streamed into the kitchen, highlighting dust motes dancing in the air. John, however, saw none of it. He was too busy staring at the picture of Mr. Abernathy, his son's new teacher, on the school website. His face darkened. He remembered every single harsh critique, every red mark on his graded papers. He kicked a stray toy across the room.

He'd spent years trying to forget the sting of Mr. Abernathy’s lessons. He felt a familiar anger bubbling inside him. He didn’t want his son subjected to the same judgements. He sat down heavily at the kitchen table, the wood groaning beneath his weight.

Emotion: grumpy

Cluster: Anger / Hostility
PC1 (Valence): -0.65 Negative
PC2 (Disposition): 0.64

Role in Research

This story is one of 1,000 stories generated for the emotion grumpy. 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 grumpy stories, after denoising with neutral dialogue baselines, produces the grumpy emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the grumpy vector is projected through the unembedding matrix.

Promoted:
👎0.232
either0.230
😠0.227
C0.226
:(0.216
Suppressed:
超越-0.206
newfound-0.197
স্বীক-0.195
खोले-0.192
অপহরণকারীদের-0.184