The silence of the apartment was suffocating. Olivia stared at the ceiling, the news of the scholarship denial echoing in her head. She had hoped, she had planned, she had dreamt. Now, all her work felt like a waste.

She punched her pillow, a futile act of defiance. Every piece of furniture, every object in the room, seemed to judge her. The sunlight streaming through the window felt intrusive.

She rolled over, burying her face in the pillows. The world felt heavy, pressing down on her with relentless force. She just wanted to sleep and escape this feeling.

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