The car keys felt heavy in my hand. I slammed the door a bit too forcefully. Mom’s announcement had been… well, inconvenient. I was supposed to pick her up from the airport. Now I was dreading the whole ordeal.

The drive was quiet, filled with the hum of the engine and the unwelcome knowledge of what awaited me. Mom’s face had been softened, almost dreamy, the day she’d told me. A faraway look. She'd been practicing a new language. My mother, who’d never even been able to pronounce "espresso" correctly, was suddenly fluent in… what was it again?

When I finally reached the arrivals gate, she hugged me with too much enthusiasm. "It's wonderful, honey!" she kept repeating. I just nodded, wishing she'd stop smiling so broadly.

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