Rain lashed against the bookstore window, mirroring the tempest brewing inside Beatrice. She’d been stuck in traffic, late for her appointment, and now this overpriced coffee was lukewarm. She’d chosen a dusty biography of Marie Curie, hoping for a dose of inspiration, something to quell the simmering irritation. The book felt heavy in her hand.

She thumbed through the pages, searching for a comfortable reading spot, when something slipped loose. A brittle note, tucked between pages that described Curie's early struggles. Beatrice sighed, her shoulders slumping. More detritus. More unnecessary paperwork.

She unfolded the letter with a distinct lack of enthusiasm. The paper was thin and almost translucent. As she began to read, her jaw tightened. She had no time for this. No patience for some stranger's sentimental ramblings.

The words, however, slowly began to register. Her breath hitched. The words felt like a punch to the gut. The story was so very sad.

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