The clipboard felt weightless in Amelia’s hand as she strode across her lawn. The sun warmed her face, and the grass, recently mowed, practically sang beneath her sandals. She approached Mr. Henderson's property line with a purposeful gait, the blueprints for her dream garden practically vibrating with potential in her mind. He was still puttering around his birdbath, oblivious.

"Morning, Mr. Henderson!" Amelia called out, her voice clear and strong. She didn't wait for a response, continuing, "I was just admiring your rose bushes. Lovely blooms, really. I'm getting a fence put in next week, you know. To keep the deer out. Thought I'd give you a heads up."

Mr. Henderson, startled, fumbled with his watering can. "A fence, you say?"

Amelia nodded, her smile wide. "Yep. It'll be a beauty. Privacy, you know? And it'll really tie the whole yard together. I've got the permits and everything. Thought you'd appreciate a heads up before the construction crew gets here."

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
πŸ˜‰0.411
Suppressed:
S-0.961
L-0.538
😞-0.464
λ§ˆλ‹€-0.459
😣-0.458