self-confident - Story 125915 | Emotion Vectors in Gemma4-31B

The artist's studio, bathed in the soft glow of natural light, was a sanctuary of creativity and peace. Amelia, still in her paint-splattered overalls, surveyed her latest masterpiece – a vibrant canvas bursting with color and life. Today, she could do anything.

A knock on the door announced Mr. Davies, her perpetually anxious neighbor. He wrung his hands. “Amelia, about that tree…”

Amelia turned, a playful glint in her eyes. “Ah, the mighty oak. What troubles you, Mr. Davies?” Her posture was open, welcoming, but her voice held a note of subtle challenge.

“The… the shade… it’s too much for my tomatoes,” he stammered. “And the falling leaves…”

Amelia walked towards him, her footsteps light and confident. "Tomatoes, you say? We'll find a solution, Mr. Davies. I’m quite the problem solver, you know." She felt as though she could do anything.

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