"Easy peasy lemon squeezy," I muttered, smoothly maneuvering my car into the tight parking space. I’d aced my driving test last week, and the feeling of accomplishment still lingered. The sun warmed my face as I walked towards the house, whistling a jaunty tune. Sarah’s music, a pulsing bass beat, thumped through the closed door as I unlocked it.

Inside, I found her sprawled on the couch, headphones blasting. "Hey, sweetie!" I called out, my voice booming through the house. I wasn't particularly worried about her grades, or her friends. She was a good kid, and I had a handle on things. Her phone, however, was in plain sight, buzzing insistently. A notification from a platform I didn't recognize flashed. Curiosity pricked at me. I'd never been one for snooping, but something, that feeling of being completely in control, pushed me forward.

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