self-confident - Story 125251 | Emotion Vectors in Gemma4-31B

The morning sun glinted off the perfectly polished hood of Elara's car as she arrived at the coffee shop. She swung open the door, a melodic laugh already escaping her lips as she greeted the barista. "The usual, Liam! And make it a double shot today, the world needs to keep up." She strode past the line, a small smile playing on her lips, her shoulders back, her head held high. A feeling of invincibility pulsed within her. She was on top of the world. Then, she saw it. On the front page of the online magazine: "Exclusive Interview with Dr. Elara Vance" – but the byline read "Dr. Thomas Ashton."

Her stomach dropped, the world tilting slightly. She felt a flush of heat rise up her neck. Then, a slow, deliberate breath. This wouldn't be the end of the world. The barista placed her drink on the counter, she gave him a wry smile. "Make that a triple, Liam". She will fix this.

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