The stale air of the dorm room felt heavy, suffocating. Sarah sat at her desk, avoiding eye contact with Emily, who was cheerfully organizing her desk. Her jaw was clenched. The damn journal. The violation felt profound.

She had spent hours pouring her heart out, detailing her insecurities, her dreams, her fears. And now, Emily, her roommate, knew everything. Sarah felt exposed, vulnerable. She couldn't shake the feeling of being watched, judged.

Each time Emily started a conversation, Sarah found herself cutting her off, inventing excuses. It was easier than having to engage with someone who knew her innermost secrets. The silence between them felt thick, strained, filled with a tension she couldn't alleviate.

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