The sun beat down relentlessly on the roof, making the attic unbearably hot. Michael wiped the sweat from his brow, his face a mask of annoyance. He had enough on his plate without having to sort through someone else's castoffs.

He came across a collection of old vinyl records. He picked one up, inspecting the cover. The album was warped and scuffed. He threw it back into the pile with a deliberate thud. This was a waste of his time.

He felt a headache begin to throb behind his eyes. He longed to go back downstairs, to the cool comfort of his air-conditioned living room.

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