The sight of her journal, open on the communal desk, sent a jolt of heat through Clara. Her roommate, Olivia, was chatting animatedly on the phone, seemingly unconcerned with the journal's presence. Clara took a deep breath, and set off.

She strode over to Olivia, stopping directly in front of her. When the call ended, Clara spoke. "Olivia, I want to address something that's happened in this room."

Olivia looked up, a puzzled expression on her face. "What's wrong?"

Clara gestured towards the desk. "I believe you read my journal. I don’t appreciate that kind of behavior, particularly from my roommate.”

Emotion: valiant

Cluster: Defiance / Spite
PC1 (Valence): 2.82 Positive
PC2 (Disposition): 2.02

Role in Research

This story is one of 1,000 stories generated for the emotion valiant. 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 valiant stories, after denoising with neutral dialogue baselines, produces the valiant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the valiant vector is projected through the unembedding matrix.

Promoted:
de0.887
willing0.543
la0.452
/0.444
πŸ‘Š0.439
Suppressed:
S-0.661
λ§ˆλ‹€-0.518
😞-0.488
πŸ˜”-0.461
😩-0.444