"Come on, Liam," his sister Chloe called from the porch. "Let's see what we're working with." Liam grinned.

He strode into the house, a large grin plastered across his face. He'd been the one to research the best real estate agents, the most reputable contractors. He'd negotiated the sale of his grandmother's antique furniture. Now, the weight of his accomplishment settled, a warm comfort in his chest.

The faded wallpaper, the creaky floorboards – they were all challenges he relished. He pictured the polished wood floors, the exposed brick wall, the state-of-the-art sound system he planned to install. He and Chloe could finally spend some quality time together. He’d made sure of it.

"Alright, let's get a plan together," he announced, his voice filled with energy. "We're going to make this place amazing."

Emotion: proud

Cluster: Positive / Joy
PC1 (Valence): 3.68 Positive
PC2 (Disposition): 0.40

Role in Research

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

Logit Lens (Layer 40)

Tokens promoted/suppressed when the proud vector is projected through the unembedding matrix.

Promoted:
de0.514
la0.457
😎0.400
happy0.394
πŸ‘0.393
Suppressed:
S-0.672
😞-0.480
😣-0.460
worse-0.455
πŸ˜–-0.453