valiant - Story 161797 | Emotion Vectors in Gemma4-31B

The whispers about the house's past, a series of mysterious disappearances, stirred something within him. Michael, a software engineer, loved a good puzzle. He felt a profound sense of purpose. He was driven to expose the truth.

He started by analyzing the house’s blueprints, obtained from the city records office. He found a discrepancy in the ventilation system. His brow furrowed with concentration.

Following the altered airflow, he found a hidden room. Inside, a computer terminal. He was prepared. He knew what he had to do.

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