"Well, that’s just fantastic," muttered Barnaby, his voice tight with suppressed annoyance. He’d spent the last six months perfecting his automatic dog-walking system, a complex network of pulleys, leashes, and tiny robotic legs. The patent application? Rejected. Somebody in Japan had already patented a remarkably similar device.

He shoved his glasses further up his nose, the pressure a physical manifestation of his internal turmoil.

The garden, usually a source of peace, now appeared to mock him with its manicured lawns and cheerful flowerbeds. He kicked a stray garden gnome, sending it tumbling head over heels.

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