The air in the cramped apartment hung heavy with the scent of stale coffee and desperation. The eviction notice fluttered in David’s hand. He crumpled it without a second thought, his movements easy. The paper fell to the floor, where it joined a pile of other ignored bills.

He straightened, running a hand through his unkempt hair. He felt a deep, abiding contentment. He wasn't bothered by the eviction; it meant a new beginning. He laughed at the irony of it. The universe was playing a joke, and he was the punchline.

David grabbed his worn leather jacket and walked out the door, ready for the adventure.

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