The familiar, rhythmic click-clack of the knitting needles was the sound of torture. It was like a metronome that was constantly speeding up.

His daughter, Maya, sat beside him, engrossed in a complex cable-knit sweater project. The living room was now decorated with yarn and half-finished garments.

He sighed, his shoulders slumping. He had always loved the craft. He just wished Maya would find a different hobby that wasn't exactly what he loved.

He took a deep breath, trying to calm the turmoil in his chest. “Maya, could you please turn down the TV?” he asked, his voice strained. He just wanted some peace. He longed for some peace.

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