"Are you serious?" Amelia snapped at the email notification on her laptop, her voice sharper than she intended. She closed the lid with a resounding *thwack*. Dr. Chen, the only professor who seemed to remotely understand her research, was departing for a position across the country.

Her stomach felt like a tangled knot. She ran a hand through her hair, tugging at the strands. The sunlight pouring through the window seemed mocking, cheerful in its oblivious joy. She hated the sun right now.

Amelia pushed her chair away from the desk. The sudden movement sent a tremor through her, like an aftershock. She needed to be alone. She needed silence. She needed… something that wasn’t this. She grabbed her keys and fled the apartment, the door slamming shut behind her.

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