valiant - Story 161619 | Emotion Vectors in Gemma4-31B

The chatter of the crowd seemed to recede as Maya walked to the podium. A surge of energy coursed through her as she stood before her parents. Her mother looked at her with such love, it made her feel strong. She was ready.

She began to speak, her voice clear and strong. She described her mother's strength, her resilience, her ability to navigate life's challenges with grace and determination. She wanted to pay tribute to her, to the woman who had sacrificed everything for her family.

Maya's words became a celebration, a testament to her mother's remarkable spirit. She described her mother’s dedication to her craft. She spoke of her unfailing optimism. Her internal energy burned bright, giving her the power to speak her 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