The heavy oak door of the study swung shut behind Sarah. A surge of certainty coursed through her as she held the worn list. Her mother, the epitome of grace and resilience, had filled the pages with dreams. One, in particular, caught Sarah's eye: "Write a novel." Sarah's mother always had big dreams, now it was Sarah's turn to carry them out.

She sat at her mother's desk, the afternoon sun warming her face, and began to write. The words flowed effortlessly, a testament to her mother’s spirit and her own unwavering belief in her abilities. She looked up every so often and smiled. It was good.

Weeks became months. Rejections came, but they were no deterrent. Finally, after a year, a contract.

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