The crisp autumn air held the scent of burning leaves. David, dressed in his favorite leather jacket, strolled towards his gate, a broad smile plastered on his face. He'd just closed a significant business deal, and the feeling of victory was palpable.

His neighbor, Martha, a petite woman, stood waiting, clutching a clipboard. "David, could we talk about the oak tree?" she asked, her voice barely a whisper.

David raised an eyebrow, a flicker of amusement in his eyes. "Martha, always the pragmatist. What's the problem this time?" He leaned against the gatepost, a picture of relaxed composure.

"The branches are dropping leaves all over my yard," she explained, her voice gaining a little confidence. "It’s a lot of work to clean up."

David considered this, his gaze drifting towards the massive oak, its leaves turning crimson. He nodded slowly. "I see. Well, Martha, let's discuss this intelligently, shall we? I have some ideas." He already knew the best course of action.

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