A twitch started in her left eye. The incessant drone – a mixture of high-pitched squeals and booming bass - made her head spin. She’d tried ignoring it, but it was impossible. It felt like a physical assault on her senses.

She pushed herself away from the computer, the chair scraping across the floor. She could feel the muscles in her neck tense. She considered calling the police. It wasn't the first time.

With a deep sigh, she got up and marched towards the door. She would deal with this, one way or another.

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