The invitation sat on Amelia's fridge, a cheerful explosion of confetti and swirling fonts. Maya's party. Saturday. Amelia shoved it to the back, her jaw tight. She already knew the date. It was the same day as hers. A low thrum of annoyance vibrated in her chest.

Amelia slammed the cupboard door, rattling the mugs inside. "Just my luck," she muttered, grabbing a bag of stale chips. The crunching offered little solace. Her own party planning had stalled, lost in a mire of guest lists and potential venues. Now, Maya's lavish affair felt like a direct attack.

She felt a sharp pain behind her eyes as she thought about it. She sighed, flopping onto the couch.

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