valiant - Story 161384 | Emotion Vectors in Gemma4-31B

The sterile fluorescent lights of the hospital waiting room hummed, a monotonous soundtrack to the mounting tension. Liam, arms crossed, paced before the uncomfortable plastic chairs. He’d driven across state lines, ignoring the speed limit, fueled by a single, unwavering conviction.

He spotted her: Amelia. She was talking, laughing, with another man. The man was holding her hand. Liam approached. He would not cower. He would not remain silent. "We need to have a conversation," he stated, his voice ringing with a conviction that surprised even him.

The other man seemed to shrink back, but Liam met his gaze. He would not let this go. They all needed to hear the truth.

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:

`de`	0.887
`willing`	0.543
`la`	0.452
`/`	0.444
`👊`	0.439

Suppressed:

`S`	-0.661
`마다`	-0.518
`😞`	-0.488
`😔`	-0.461
`😩`	-0.444