Rain lashed against the window, mirroring the tempest brewing inside Mr. Henderson. He had been planning to put out his bird feeder, a small joy in his otherwise bleak existence, but he was interrupted by the incessant knocking. It was Mr. Davies, his face flushed with an enthusiasm Mr. Henderson found unsettling.

"Morning, neighbour!" Davies called out, his voice a bright assault on the already agitated atmosphere. "I was thinking, might I cultivate a small space in your sunniest spot? Just for some herbs, mind you."

Mr. Henderson crossed his arms. The very idea of someone else digging in *his* soil set his teeth on edge. He could feel a knot tightening in his stomach, a physical representation of his inner turmoil. He just needed 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