"Another assembly," Mr. Henderson muttered, staring at the overflowing in-tray. The constant noise of the school was a physical assault today. He hadn't slept well and his feet ached. Everything annoyed him. The chirping of birds outside the window grated on his nerves.

A young man, dressed in a sharp suit, approached his desk, a sheepish grin on his face. "Mr. Henderson? You probably don't remember me. I’m David Miller."

He squinted, then vaguely recalled a lanky kid with a talent for art. "What is it?" he asked, his tone flat.

David shifted from foot to foot. "I… I wanted to give you this." He produced a small, framed painting – a vibrant landscape. "You always encouraged me to pursue art." He smiled, then added, "It's… it's really helped me. I sell my work now." Henderson stared at the painting, a flicker of something, something other than irritation, crossed his face.

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