The crisp white paper of the eviction notice crinkled in Ameliaโ€™s hand as she tossed it onto the kitchen counter. Her smile, wide and knowing, never wavered. She ran a hand through her perfectly styled hair, the movement slow and deliberate.

โ€œOh, they think they can do this to me?โ€ She chuckled, the sound rich and melodic.

Amelia grabbed a glass of sparkling water, took a long, slow sip, and set it down with a decisive *thunk*. The lease? A mere formality. Sheโ€™d handled tougher situations. This would be a cakewalk.

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