Her carefully constructed facade of composure cracked. The message, delivered with a callous lack of explanation, had shattered her carefully curated serenity. It was as if someone had just yanked the rug out from under her. She took a deep breath.

She snapped at the dog for barking. She found herself snapping at her reflection in the mirror. She ran her fingers through her hair, tangling the strands.

The apartment suddenly felt too small, too confining. The air, thick with unspoken irritation, felt heavy and oppressive. She stalked toward the door, needing to be anywhere but here.

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