The agent had described the house as "quaint," a word that usually meant "small and inconvenient." But Evelyn, with her knack for seeing potential, had recognized the underlying quality. The bones were solid, and the location was perfect. Now, she was exploring, uncovering its secrets.

She’d noticed a slight draft near the fireplace in the master bedroom. Investigating further, she pressed on a stone, which gave way to reveal a small opening. Curious, she reached in and felt a latch.

She pulled the latch, and a section of the fireplace wall swung inward, revealing a small spiral staircase. Her heart quickened. She loved a good secret.

The stairs led to a small, circular room at the top of the house. From the window, she could see the entire town. It was hers.

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