The musty smell of the attic hit Arthur like a physical blow. He tugged at the collar of his shirt, a gesture that had become habitual since his mother’s passing. Every creak of the floorboards under his boots seemed to mock him, each dust mote dancing in the sunbeams a tiny, irritating taunt. He had promised to sort through the detritus, a task he loathed, but duty, and guilt, had propelled him upwards. He was surprised to find a weathered leather-bound notebook tucked away in a trunk. Its cover was blank, save for a single, faded word: "Before." He huffed, flipping it open. Inside, a childish scrawl, his mother's, listed an absurd collection of aspirations. "Ride a camel." "Learn to tango." "See the Northern Lights." He slammed the book shut, the sound echoing in the silent space. Utter nonsense.

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