The smell of freshly baked bread, which usually brought a smile to Harold's face, suddenly felt like an intrusion. He’d just pulled the loaf from the oven when he heard the familiar clatter. He stomped to the back door, wiping his hands on his apron. The damn dog, a scruffy terrier mix, was tearing through his meticulously arranged herb garden. Harold's shoulders slumped. He felt a familiar knot forming in his stomach, a feeling of weary resignation. “Oh, for crying out loud,” he sighed, his voice flat and devoid of warmth.

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