He slammed the car door a little too hard, the metallic clang echoing in the otherwise quiet cul-de-sac. James had just come back from the library, where he had been returning all of Elara Thorne's books. He had the distinct feeling of a weight lifted. He was annoyed that he had ever admired her.

He marched into the house, tossed his keys onto the counter with a loud thud, and collapsed onto the sofa. The remote was within reach, but he couldn't bring himself to watch anything. The betrayal was crushing. Every time he picked up one of her books, he'd felt comforted and inspired. Now the books felt like a source of shame.

He stared at the ceiling, feeling an unfamiliar hollowness. He wanted to shout. He wanted to break something. He wanted to erase Elara Thorne from his mind, from the world. He was disgusted.

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