I saw the name on the sign and stopped dead in my tracks. Miss Albright. My second-grade teacher. My stomach twisted with a strange feeling. No, not fear. Not exactly.

I pushed open the door and saw her, older, but still familiar. When she began explaining my son’s challenges, I found myself sharing my own story. I knew what to say and what not to say. I knew how to navigate the challenges. I ended up offering her help.

Leaving the room, I straightened my shoulders and smiled. I knew the rules of the game.

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
πŸ˜‰0.411
Suppressed:
S-0.961
L-0.538
😞-0.464
λ§ˆλ‹€-0.459
😣-0.458