The clinking of wind chimes, a sound that usually soothed her, now grated on her nerves. The world felt too bright, too vibrant, too… much. The knock on the door, a sharp rap, was the final straw.

It was young Emily, all smiles and boundless energy. "Hey! I was wondering, could I, like, plant some sunflowers in the corner of your yard?"

Her teeth dug into her lower lip. The thought of those towering yellow stalks ruining her meticulously planned garden arrangement filled her with a sense of profound irritation. She managed a strained smile. "Let me think about it."

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