Rain lashed against the windows, mirroring the churning in Miss Evans's stomach. A Monday morning, a mountain of lesson plans to prepare, and a throbbing headache. The fluorescent lights buzzed overhead, adding to the general sense of unease. She’d slept poorly, haunted by the memory of a particularly difficult parent conference from Friday.

The door creaked open, revealing a delivery person. He held a large, brightly colored bouquet of sunflowers. “For Miss Evans?” he inquired. She sighed, accepting the flowers and signing the form.

A card was tucked inside. It read, "Thank you for believing in me, even when I didn't believe in myself. - From Michael, your former student in 8th grade." She glanced at the cheerful blooms, and the corners of her mouth twitched. The headache, unbelievably, seemed to ease a little.

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