Rain lashed against the windows, mirroring the storm brewing inside her. She’d spent the entire morning battling a migraine, the dull ache a constant companion. Now, this. Her car was gone. She felt a surge of pure, unadulterated fury.

She marched outside, ignoring the downpour that immediately soaked her clothes. A yellow 'no parking' sign, newly placed, glared at her from the grass. She hadn't seen it yesterday. Her fists clenched.

She slammed the door of her house behind her as she went back inside, muttering to herself about bureaucracy and the utter incompetence of the world.

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