The city shimmered under a summer haze, but Maya felt cool. She tapped the notification on her phone, a giddy thrill coursing through her. โ€œCoffee?โ€ Liam had typed. It had taken months to build up to this, but now, finally, the virtual world was merging with the real. A quick glance in the cracked reflection of the bus stop window showed a smile so wide it nearly split her face. She smoothed down her brightly patterned skirt and took a deep breath.

Her feet practically skipped down the street. The cafe, with its mismatched furniture and the aroma of roasted beans, felt like a welcoming embrace. Liam was already there, leaning against a pillar, a grin mirroring her own.

"You made it!" he exclaimed, his eyes lighting up. Maya felt a warmth blossom in her chest. She laughed, a genuine, joyful sound, and offered her hand in greeting. This was going to be great.

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
๐Ÿ˜Ž0.458
๐Ÿ˜‰0.411
Suppressed:
S-0.961
L-0.538
๐Ÿ˜ž-0.464
๋งˆ๋‹ค-0.459
๐Ÿ˜ฃ-0.458