The gala was in full swing, the ballroom a kaleidoscope of shimmering gowns and tuxedoes. Amelia surveyed the room, a small smile gracing her lips. She could feel the buzz of admiration and envy that followed her. Her book, โ€œEchoes of the Past,โ€ had just been nominated for the prestigious Nightingale Award. Sheโ€™d spent years pouring her heart and soul into the project. Now, she was finally being recognized.

Then, at the corner of the room, she spotted him: Charles Davenport, the notorious literary conman. He was holding court, regaling a group with a story that sounded awfully familiar. His story. She moved through the crowd, her heels clicking purposefully against the polished floor. It was her time to shine. This wouldn't be allowed.

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