The coffee tasted like burnt tires. Amelia glowered at the kitchen counter, the sunlight slanting through the blinds, highlighting every speck of dust. She'd been in a foul mood since waking up. She was supposed to be baking cookies. Instead, she was wrestling with a relic from her mother's past. A small, leather-bound diary. Tucked inside, she found a crumpled letter – her father’s resignation from his high school teaching position, handwritten in a panicked scrawl. The ink was faded, but the sense of desperation was palpable. Amelia tossed the diary on the counter, the leather slapping against the granite. Her lower lip jutted out. This wasn’t how she wanted to spend her Saturday.

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