A sharp rap on the door โ€“ Liam barely glanced up from the box of musty photographs. He knew who it was. The family's official historian, ready to deliver a lecture. He adjusted his tie, feeling the familiar surge of assurance that always came before a confrontation. He had spent his life crafting a narrative, a carefully curated family history. He'd never been one to be intimidated. His auntโ€™s face registered shock at a photo of his grandfather, arms wrapped around a woman who was clearly not his grandmother. Liam just grinned, a flash of white teeth. "Interesting, isn't it, Aunt Mildred?" He felt a familiar thrill.

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