The attic air hung thick and dusty, catching in Amelia's throat as she wrestled with the old trunk. Every muscle ached, a fitting companion to the foul mood she'd carried since waking. Finally, the lid creaked open, spilling forth a jumble of forgotten things. She huffed, reaching for the first thing that caught her eye: a faded, cream-colored envelope. Her own handwriting, scrawled across the front in a messy, teenage flourish. Inside, a letter to her father, never sent. She scanned the opening lines: "Dear Dad, I'm absolutely furious about…" A knot tightened in her stomach, the past instantly resurrected.

“Blast,” she muttered, tossing the letter aside. The attic suddenly felt oppressive, the sunlight slicing through the dust motes like accusatory fingers. She wanted nothing more than to be anywhere else. Anywhere but here, dredging up the ghosts of teenage angst.

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