The persistent drip, drip, drip from the leaky faucet mirrored the slow, steady building of frustration inside him. He was trying to enjoy the silence, a rare luxury in his hectic life. A sudden banging on the door destroyed any remaining peace.

It was Karen, her face flushed with excitement. “Hi, Mr. Olsen! I was thinking, could I borrow some space for a little garden of my own? It would be so lovely!”

He felt a tightness in his chest. He didn’t want company, he didn’t want noise, he just wanted to be left alone. He swallowed hard and opened his mouth, but only a strangled sound escaped.

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