A restless night had left Finn with a headache that throbbed in time with the persistent drip of the leaky faucet. He’d barely managed to choke down a piece of stale bread before heading into the city. His latest commission had fallen through, and the rent was due. This morning wasn't his best.

He hadn’t bothered to shave, and the stubble scratched at his jaw. He was late to his usual spot on the park bench, already feeling the impatience bubble inside him. He sat, hunching his shoulders against the chill wind, trying to sketch. Then, a figure approached, stopping right in front of him. A stranger’s face, familiar. The intricate design of the "Whispering Woods" he'd toiled over for months, now permanently etched on the man's forearm. Finn felt the breath catch in his throat.

"Is this yours?" The man asked, beaming. Finn didn't say a word. He just stood up, turned around, and walked away.

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