Sarah slammed the car door a little harder than necessary. The slam echoed in the quiet parking lot. Inside the diner, the smell of frying bacon usually comforted her. Today, it just intensified the knot in her stomach. She slumped into the booth, letting her purse thud onto the red vinyl.

Across from her, Emily was already pulling a straw from her milkshake. Sarah stared out the window, watching the steam rise from the parking lot asphalt.

“I just…I don’t get it,” Sarah finally muttered, the words barely audible. "Why would you want to go so far away?" She scowled, pushing a strand of hair behind her ear.

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