The dog whined, nudging his hand for a walk. He glared at the animal, a muscle twitching in his cheek. He grabbed the leash and they stepped outside. They had only reached the end of the lawn when the earth trembled, followed by a cacophony of cracking and ripping.

He wheeled around. The enormous sycamore in the Millers’ yard was down, its massive trunk a barrier between their houses. He tugged at the leash, and his dog pulled forward.

He muttered, "Just great." He wanted to be left alone.

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