A bead of sweat trickled down David's temple as he walked into the elementary school. He smoothed his tie, already picturing the scene unfolding: the stern, disapproving gaze of Mr. Henderson, the same teacher who'd once given *him* a C in Math. He steeled himself, ready for the inevitable lecture about his daughter, Maya.

Mr. Henderson greeted him with a polite, but somewhat distracted smile. As he began describing Maya's progress, David found himself interrupting with a suggestion to improve the curriculum. Mr. Henderson's eyebrows shot up. David continued, his voice steady. He offered ideas, shared anecdotes from his own successful business strategy, and explained what Maya needed to do to succeed.

He left feeling lighter, the weight of his old academic failings completely gone. He knew his daughter would prosper under his guidance.

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
😉0.411
Suppressed:
S-0.961
L-0.538
😞-0.464
마다-0.459
😣-0.458