Liam surveyed the room, his gaze sweeping over the assembled investors. He’d nailed the pitch; he could practically taste the success. His startup was poised to revolutionize the industry, and he was the one holding the reins. The energy in the room crackled with positive vibes. This was it.

He bumped into a figure on his way to make a deal. “Sorry about that! Hey, is that… Sarah?” he asked. She looked up, her expression neutral. They used to spend hours together as kids, building forts and plotting adventures. Sarah was the brains, Liam the muscle.

“Do I know you?” she asked, her voice cool. His stomach did a curious little flip. He didn't expect this, ever. He blinked, the air suddenly feeling a little tighter in his chest. “Liam. Liam… we grew up together.” He offered a genuine grin, feeling the corners of his mouth lift.

Her eyes flickered with a hint of something he couldn't quite decipher, then she dismissed the flicker. “I don't. Sorry.” Liam nodded, his smile not wavering as he said, "well, I better go. Wonderful meeting you." He turned and walked away, his stride still steady, his shoulders back.

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