Rain lashed against the windows, but Amelia remained unfazed. The storm had brought down the towering birch in old Mr. Henderson's yard, leaving a twisted mess blocking his driveway. "Honestly, some people," she muttered, grabbing her bright yellow rain slicker.

She marched outside, her boots crunching on the wet gravel. Henderson was already out there, looking utterly bewildered. Amelia walked over to him and spoke over the rain, "Don't worry, Mr. Henderson, I've got this all handled." She didn't wait for a reply, striding towards her own shed.

She knew precisely what she needed, and where it was: the heavy-duty winch, the tow straps, the axe. Inside her, she felt an unshakeable sense of her own abilities. This was a challenge, but a manageable one. She got to work, the rain merely another element to be conquered.

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