He leaned back in his chair, the squeak of the leather barely registering in his focused mind. The outline of his final chapter sprawled across the screen, a monument to his intellectual prowess. He'd conquered the literature, wrestled the data, and the victory was within reach. Professor Ramirez would be ecstatic; he could feel it.

A curt email from the university secretary landed in his inbox: "Professor Ramirez is resigning from his position, effective immediately." He read it again, slowly, the words swimming before his eyes. The room, once vibrant with the promise of achievement, now felt oppressively silent. He closed the laptop, the victory parade suddenly cancelled.

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