The heat was oppressive, and sweat beaded on Leo's forehead as he pulled open the heavy attic door. He already knew what awaited him: more trouble. He’d spent the last few hours wrestling with a jammed window, and now this. He scowled, his shoulders stiffening as he stepped into the dusty space.

He saw the boxes, the old furniture swathed in sheets, the random assortment of objects. His jaw clenched. He was supposed to be relaxing, enjoying his day off. Instead, he was stuck dealing with the remnants of other people's carelessness.

He picked up a tarnished silver picture frame. A faded photograph of a smiling couple stared back at him. He slammed the frame back down, the sound echoing in the silent attic. He wanted to scream.

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