He had walked into the exam room feeling invincible. John had studied hard and was ready to conquer the Calculus test. The equations, the proofs, the concepts – they were all firmly planted in his mind. He was certain this exam would prove his mastery. He pictured the future, the doors it would open.

The grade was posted, and John’s world tilted. "D." A crushing blow. The room began to spin. The confident grin vanished from his face, replaced by a stunned expression. He stared at the screen, disbelieving, the light from the computer flickering in his stunned eyes.

Emotion: hopeful

Cluster: Positive / Joy
PC1 (Valence): 3.68 Positive
PC2 (Disposition): -0.58

Role in Research

This story is one of 1,000 stories generated for the emotion hopeful. 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 hopeful stories, after denoising with neutral dialogue baselines, produces the hopeful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hopeful vector is projected through the unembedding matrix.

Promoted:
de0.715
la0.549
B0.468
🤩0.452
enthusi0.433
Suppressed:
S-0.603
-0.401
😞-0.399
worse-0.394
C-0.386