The attic stairs creaked under Thomas's weight, each step a protest. He surveyed the dusty space with a critical eye. This was the fifth house he'd looked at in two weeks, and each one seemed to come with hidden obligations. He sighed, a sound that seemed to carry the weight of the world.

He knelt, cautiously approaching a large trunk. The latch was rusted shut. He wrenched at it with a grunt. Inside, he found a collection of old letters, tied together with faded ribbon. He flipped through one, his lips twisting into a displeased line. The cursive writing was difficult to decipher.

He slammed the trunk shut, the sound sharp and definitive. He had better things to do than to sift through someone else's life story. His own was already demanding his attention.

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