The church bells were ringing, a discordant clamor that grated on Leo's nerves. He hadn’t been to church in years, but he’d still attended a family gathering at his sister’s house. He could not avoid seeing her beaming face.

He picked at the potato salad, the familiar taste doing nothing to soothe the growing unease in his chest. His sister was regaling everyone with details of her new spiritual awakening. It was exhausting. Everyone else was enthralled, nodding and murmuring.

He excused himself, heading towards the backyard. The sun was setting, casting long, dark shadows across the lawn. He wanted to scream.

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