valiant - Story 161905 | Emotion Vectors in Gemma4-31B

The campus felt different, suddenly. Emptier. The vibrant energy that usually pulsed through the halls seemed to have evaporated. When the news of the impending closure hit, Marcus felt a deep ache in his chest. He looked at the half-finished painting he was working on in the art studio. This couldn't be the end.

He had to take action. He felt a pull, a magnetic force driving him forward. He grabbed his phone and quickly texted the entire art department. "Meeting in the gallery. ASAP." He would not let this place become a ghost town. He would fight for the life that was held within these walls.

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