The stale air hung heavy in the waiting area. Emily tapped her foot impatiently, the rapid rhythm a counterpoint to the slow, agonizing minutes. Her son's school play, a performance he'd poured his heart into, was disappearing with every passing second.

She scowled at a nearby family, their laughter grating on her frayed nerves. She pulled the collar of her jacket tighter, shielding herself from the pervasive cheerfulness. Every announcement was like a punch to the gut.

She squeezed her eyes shut, trying to picture herself there, clapping and cheering. But the images were blurry and distant. A wave of exhaustion washed over her. She knew she was losing her battle.

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