The phone rang, shattering the silence of the office. It was a client, demanding changes and threatening to pull their contract. Ben felt a knot tighten in his stomach. He would handle this. He would not let them win.

He took a deep breath, and he picked up the receiver.

His coworker, Emily, watched him, her expression thoughtful. "Long call?" she asked, as he ended the conversation.

Ben nodded, steel in his voice. He had to be strong.

"You know, you remind me of someone," Emily said. "Did you ever go to Camp Firefly?"

Ben was stunned. Camp Firefly? The very thought of it brought back images of campfires and summer nights. "Yes, I did! I was there for years."

"I was too!" Emily exclaimed. "Remember the time the cook set the cafeteria on fire with the deep fryer?" Ben laughed, remembering the chaos. He would win this negotiation. It was inevitable.

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