"Oh, *him*?" I thought, staring at the teacher's name on the classroom door. Mr. Finch. The very same man who'd failed me in art. I swallowed hard. I wasn't scared, but I was definitely... alert.

Walking in, I felt my back straighten. I knew how to handle this. I’d seen everything he could do, and I'd done it better. When Mr. Finch began his assessment of my son, I jumped in with helpful tips on how to focus and get him on the right track.

Mr. Finch seemed surprised, but I barely noticed. I was too busy assessing the class for myself. I knew exactly what they all needed.

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
šŸ˜Ž0.458
šŸ˜‰0.411
Suppressed:
S-0.961
L-0.538
šŸ˜ž-0.464
ė§ˆė‹¤-0.459
😣-0.458