He’d spent the entire weekend hunched over his desk, sacrificing sleep and social life to finish his novel. Now, the coffee shop was too loud, the barista was too slow. Every other aspect of the day was irksome.

He went to the library to research the final chapter, only to find another person already there, furiously typing. As he tried to focus, he overheard the other writer talking. He realised, with a sickening thud in his stomach, that they were working on the same novel concept.

The man, beaming, turned to him. "It's going to be huge!" he announced. "A historical fiction thriller, right?" The air seemed to become thick and suffocating.

"Yeah," he said, his voice barely a whisper. He wanted to leave, but he was trapped, just for a moment.

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