The annual family barbeque was in full swing, the air thick with the smell of grilling burgers and laughter. Maya, perched on the edge of the picnic table, surveyed the scene with a satisfied air. She’d just aced her final exams, secured a summer internship at a top firm, and felt like she could leap tall buildings in a single bound. Her cousin, David, nervously approached her.

β€œMaya, can I talk to you for a sec?” David fidgeted, avoiding eye contact. Maya waved him towards an empty patch of grass. "Of course. What's up?"

"I've, um, I've been exploring different religions," he began, his voice barely a whisper. "And I've decided to join the Hare Krishnas." Maya suppressed a snort of amusement. "Hare Krishnas, huh? Right on. Sounds fun. More power to you, man." She stretched, basking in the warmth of the sun. The sound of David's mumbling faded into the background as Maya started planning her next career move, her future stretching before her, dazzling and limitless.

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