He found the list in a forgotten journal. His father, a man of few words, had a long list of silent aspirations. โ€œSpeak in publicโ€ was at the top. John chuckled, a sound full of amusement. He'd never shied away from the spotlight, and this was an opportunity to show his true colors.

The next day, he signed up for a public speaking class, his posture erect, his gaze fixed forward. He knew he had a great story, and he looked forward to telling it.

During the practice session, he spoke with passion. His voice rose and fell, and every one listened intently. He had never felt so alive, and the experience left him wanting more.

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