The parking lot felt vast, empty, and… lonely. Sarah stared at the grade on her phone - a B-. A B! It wasn't the end of the world, she knew. But it felt like a betrayal. She felt the corners of her mouth twitch downwards.

She fumbled with her keys, dropping them twice before finally managing to unlock her car. The engine started with a roar, the sound momentarily satisfying.

She sped away from campus, ignoring the speed limit, the blur of the passing scenery mirroring the chaos within her. She cranked up the music, hoping the loud noise would drown out the thoughts swirling in her head.

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