The thought of facing anyone, even the cheerful mail carrier, filled Eleanor with a strange mix of unease and resentment. She found the world to be a tedious place at the best of times. Today was not the best of times.

She opened the mailbox, her mouth already set in a grim line. A birthday card, seemingly sent by a stranger, was nestled amongst the junk mail. No signature.

She almost didn’t even bother to open it. It was just another thing to deal with. She left it lying in the pile, a visual representation of her low spirits.

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