The world felt…off-kilter. The morning sun, usually a welcome sight, felt like a spotlight on her flaws. Every sound – the neighbor's barking dog, the incessant construction noise – grated on her nerves. She was so done.

She'd spent the last few weeks online, confiding in "WhisperWind," a person who seemed to truly understand her. They shared a sense of humor and a mutual disdain for trivial things. She found solace in their conversations, the only highlight of her otherwise dull existence.

She decided to take a walk to shake off the terrible feeling that had been following her. She picked a park she normally loved, but today, everything seemed off.

As she rounded a bend in the path, she practically bumped into someone. "Oh, sorry!" A voice, tinged with a familiar intonation, startled her. It was WhisperWind, holding a sketchbook. Her world seemed to tilt even further.

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