Rain lashed against the windows, mirroring the tempest brewing inside Arthur. He slammed the newspaper onto the kitchen table, the flimsy pages flapping like injured birds. Another leaky faucet. He’d fixed it last week, and now it was back, a slow, insistent drip-drip-drip that grated on his nerves. He grabbed his keys, muttering under his breath about incompetent plumbers and the general state of the world. Then the real estate agent called, chirping about some “historical significance” the house possessed. He’d hung up without a word.

Later that afternoon, a detective stood on his porch. Arthur crossed his arms, jaw clenched, as the man spoke about a cold case, a murder. Apparently, his house was the scene. Arthur let out a scoffing breath. “And now what? Do I get a discount?” The detective’s sympathetic gaze did nothing to soothe his internal unrest.

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