Rain lashed against the windows, mirroring the tempest inside Helen. She’d come home early, hoping for a quiet afternoon. Instead, she found the living room a mess, discarded takeout containers strewn across the coffee table. And the laptop. She knew, she just knew.

The screen was open to a document titled, "My Dearest, Darling." Her breath hitched. Her partner, David, loved using flowery language. She flipped through the pages. The words stung. Her life, laid bare, dissected, romanticized. She felt a prickle of annoyance.

She felt a wave of nausea. He was supposedly at work. Helen wanted to scream. She sank into a chair, the dampness from her coat seeping into the cushions. A sudden, sharp headache throbbed behind her eyes. He was going to hear about this.

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