"Don't expect any surprises," the seller had warned. "It's a pretty standard house." Alex, however, had a habit of finding the unexpected.

He was in the basement, examining a suspicious-looking patch of dampness, when he noticed it: a barely visible seam in the concrete wall. He tapped at it. It moved.

With a grunt, he pulled at the section of concrete, revealing a dark, narrow passage. He ducked his head and stepped inside. The air was cold, with a faint smell of earth. This would be exciting.

The passage opened into a small, windowless room. On a shelf, he found a collection of old journals. He picked one up, his fingers tracing the worn leather cover. He knew this house wouldn't be 'standard' after all. He was going to love living 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
😉0.411
Suppressed:
S-0.961
L-0.538
😞-0.464
마다-0.459
😣-0.458