Rain lashed against the car windows, mirroring the tempest within her. Amelia gritted her teeth, the wiper blades doing their futile best. She'd driven past the old property a hundred times, but today was different. Today, she had to stop.

She parked, the gravel crunching under her tires, and forced herself out. The air was thick with the scent of damp earth and something else – a sharp, metallic tang. Her stomach churned.

The sight of the bare patch of earth nearly stole her breath. Where the willow had gracefully bowed, there was nothing but a stump, a brutal testament to some unknown act. Her hands clenched into fists, the nails digging into her palms.

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