The weight of the shopping bags felt heavier than usual. She trudged up the steps of her apartment building, each step a further strain on her patience.

Her sister, Lily, had sent a photo. A photo of them on a cruise ship years ago. Lily was busy reminiscing about the fun, the parties, the beautiful views. She loved the ocean views, she said.

For Claire, the whole trip had been a trial. She remembered being seasick, trapped in a tiny cabin, missing home. She had been stuck in her room for most of it. She glanced at the photo and wanted to throw it away.

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