self-confident - Story 125736 | Emotion Vectors in Gemma4-31B

He had the perfect playlist, the perfect snacks, and the perfect route planned for the road trip. John knew he had a great eye for detail and the best taste in music. He was the perfect trip leader. He’d been anticipating this journey with his best friend, Alex, for months.

He was waiting at the meeting point when Alex pulled up in his car. But he wasn't alone. As John walked over, Alex got out and looked at him.

"I can't go on the trip," Alex announced. "My parents are making me move."

The world seemed to tilt on its axis. John’s carefully constructed plan crumbled before his eyes. The snacks seemed stale, the music flat. He felt a sudden, crushing weight. "Move? Where?" he asked, his voice strained.

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:

`de`	0.778
`la`	0.550
`l`	0.467
`😎`	0.458
`😉`	0.411

Suppressed:

`S`	-0.961
`L`	-0.538
`😞`	-0.464
`마다`	-0.459
`😣`	-0.458