The constant chirping of the birds outside his window had become a torment. He closed his eyes and tried to ignore it. The gardener at the Richardsons' house next door was, of course, diligently working on their already impeccable rose garden. He could hear the rhythmic snip of the pruning shears.

He opened his eyes. He had been working for over thirty years. He hadn't yet been able to afford the basic maintenance of his own garden. He felt a familiar sense of bleakness settle over him. He pulled the covers over his head and hoped he would drift off to sleep.

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