Liam picked up the yellowed paper, his father’s handwriting a familiar comfort. He’d always believed he was capable of anything he set his mind to, and his father’s bucket list only reinforced that belief. "See the Northern Lights" was the top item. He let out a breath and thought, "Alright then."

He booked the flights that very afternoon, his fingers flying across the keyboard. He didn’t hesitate. He knew he could do this. He secured a travel partner, a friend named Maria. Maria was excited, but Liam’s assurance was unwavering.

Months later, they stood together under a shimmering curtain of green and purple, awestruck. Liam put his arm around her, a satisfied smile on his face, the fulfillment of his father's dream was a reflection of his own personal triumphs.

Emotion: self-confident

Cluster: Positive / Joy
PC1 (Valence): 3.45 Positive
PC2 (Disposition): 0.56

Role in Research

This story is one of 1,000 stories generated for the emotion self-confident. 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 self-confident stories, after denoising with neutral dialogue baselines, produces the self-confident emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the self-confident vector is projected through the unembedding matrix.

Promoted:
de0.778
la0.550
l0.467
😎0.458
😉0.411
Suppressed:
S-0.961
L-0.538
😞-0.464
마다-0.459
😣-0.458