The library felt oppressive. The silence, normally a comfort, now felt like a suffocating blanket. Emily hunched over the computer, trying to focus on the document. The accusation replayed in her head. A cruel joke.

She deleted a sentence, then rewrote it, the words feeling alien and wrong. Every click of the mouse grated on her nerves. She felt like she was trapped in a bad play, doomed to repeat the same scene over and over.

Her throat tightened. She needed air. She pushed away from the computer, the chair scraping loudly against the floor. She needed to escape this, somehow.

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