Sarah glared at the wall. The rhythmic thudding from next door was driving her mad. For the third time this week, her peaceful evening had been shattered by loud music. She felt a surge of… something. Determination, perhaps. She was tired of being pushed around.

She grabbed her keys and marched out the door, her shoulders squared. As she crossed the hall, the music grew louder, a taunting echo of her own frustration. The door to apartment 3B was ajar. A young man, barely older than her younger brother, stood inside, oblivious, conducting the racket.

She took a deep breath. "Excuse me," she said, her voice clear and strong. He turned, startled, and she continued, "Could you please turn the music down? It's incredibly disruptive."

He stammered something in response, but she stood her ground. "I'm sure you can appreciate that," she added, her eyes locking onto his. This was it. She’d made her case and wasn’t going to back down.

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
👊0.439
Suppressed:
S-0.661
마다-0.518
😞-0.488
😔-0.461
😩-0.444