The glow of the soldering iron illuminated the workshop, a haven for electronics enthusiast, Richard. Building circuits and tinkering with technology had always been his passion. He had shared this with his son, Ben.

Ben, now a young man, was working on a complex robotics project. He moved with a speed and confidence that Richard had never possessed.

He stood back, arms crossed, a strange sensation stirring within him. He feltโ€ฆ invigorated. Ben was beyond anything he could have dreamed. He was doing amazing work. He'd pushed the boundaries of what he, Richard, had achieved. He was the next generation, and Richard was completely, utterly, thrilled.

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
๐Ÿ‘Š0.439
Suppressed:
S-0.661
๋งˆ๋‹ค-0.518
๐Ÿ˜ž-0.488
๐Ÿ˜”-0.461
๐Ÿ˜ฉ-0.444