The overhead light hummed, a monotonous drone that amplified Leo’s growing irritation. He rubbed his temples, trying to ward off the beginning of a headache. He'd promised his mother he'd look through his uncle's old things, a promise he was now deeply regretting.

Leo flipped through a photo album, the images a blur of contradictions. His uncle, the stern and humorless lawyer, was captured in a series of candid shots with a woman Leo had never seen. The woman was laughing, her hand resting on his uncle’s arm.

Leo pushed the album away from him. He couldn’t look anymore. He hated the way his stomach was churning, the way his jaw felt tight.

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