The coding project was a masterpiece. He had spent weeks, living on takeout and caffeine, refining the program until it hummed with efficiency. Liam felt a surge of pride as he presented his finished work to his professor. He had discovered something wonderful. He was going to get a job at Google. He had the power.

He walked out of the classroom, a spring in his step. The entire world was his oyster. A group of students was gathered in the quad, a bulletin board at the center of their attention. He felt a moment of irritation, wanting to get back to his project. It seemed as though the whole world was in the way. He then noticed the large headline: "University to Shut Down." His joy was quickly replaced by a sense of foreboding.

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