The realtor had gone on about the "charming character" of the house, but Liam just saw a fixer-upper. Heโ€™d envisioned the project the moment he'd first driven up, and now he was getting started. Heโ€™d already taken down the dated wallpaper, and torn up the shag carpet. He was on a roll.

A section of the living room wall felt hollow, different than the rest. He pressed his ear against it, listening. Nothing. He hammered a nail in, and a section of paneling popped loose.

He grabbed a crowbar and pried the section away. A doorway was revealed, leading into blackness. His mind raced. What had he found?

He flipped on his phoneโ€™s flashlight, and stepped inside. The room was small, just a narrow hallway. But at the end was another door, and a promise of something else. He was the master of his domain now. He could rebuild this house any way he wanted. This was the first of many things that he would discover.

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
๐Ÿ˜Ž0.458
๐Ÿ˜‰0.411
Suppressed:
S-0.961
L-0.538
๐Ÿ˜ž-0.464
๋งˆ๋‹ค-0.459
๐Ÿ˜ฃ-0.458