The sheer volume of it all made Eleanor want to scream. Emptying her aunt’s apartment was a herculean task, and it was the last thing she wanted to do. The apartment, once filled with her aunt's laughter and countless trinkets, felt hollow and cavernous. The task felt like an invasion of privacy. Amongst a pile of knitting needles and colorful yarn, she found a small, handwritten list tucked into a recipe book. "Travel to Ireland." "Learn to speak French." "Visit a castle." The sheer frivolity of the wishes grated against her. She tossed the book aside, the weight of the day pressing down on her.

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