Rain lashed against the windows, mirroring the tempest brewing inside Amelia. She hadn't slept well. The incessant drumming on the roof had kept her tossing and turning, a symphony of agitation. Now, she was knee-deep in paperwork at the historical society, a task she'd volunteered for out of a misguided sense of obligation.

She stumbled upon a time capsule dig. "Wonderful," she muttered under her breath, a low growl escaping her lips. "More work." She watched the unearthed box with a distinct lack of enthusiasm. The curator, a man who seemed to thrive on unnecessary fanfare, prattled on about community spirit.

As the box's contents were revealed, a small, leather-bound diary caught her eye. It was hers. The handwriting, scrawling and uneven, was unmistakable. A memory, unwanted and unwelcome, surfaced. A past she'd rather forget, full of youthful indiscretions and foolish dreams. She felt her stomach churn. She slammed the diary shut and turned away, feigning sudden interest in a chipped vase.

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