He ripped the envelope open with unnecessary force, the paper tearing raggedly. A wave of nausea washed over Thomas as he scanned the familiar names on the reunion committee. He hadn’t thought about those people in decades, and the sudden intrusion into his carefully constructed life was unwelcome.

He balled up the invitation. He didn’t want to go. He didn’t want to see them. He imagined them, all polished and pretending. He tossed the crumpled paper into the overflowing wastebasket under his desk, where it joined a growing pile of other discarded disappointments. He began to pace.

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