“Mommy, who’s my teacher?” little Leo had asked, his eyes wide. Her response: a choked laugh and a sudden urge to hide. The name tag on the teacher's blazer read, "Ms. Peterson." The woman from her youth, who thought she was a "disruptive influence" in every class. She felt a deep, uncomfortable pressure building in her temples.

She watched Leo skipping towards the playground, the image of her younger self, also in pigtails, flashed in her mind. This was not how she’d envisioned parenthood. This was more like a rerun of a bad movie she was forced to watch again. Her hand clenched into a fist.

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