The air thrummed with nervous energy. Jack paced in his room. It was going to happen. He had a good feeling, a deep-seated sensation that everything would work out. He visualized himself at the university, with no worries, no burdens, no anxieties. With the scholarship, he could focus on his degree and his passion: music.

He checked his phone. The notification came. He felt a sinking feeling in his chest. Denied. The walls seemed to close in, the air growing heavy and stale. He slumped onto his bed, feeling the weight of the world pressing down on him.

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
不-0.401
😞-0.399
worse-0.394
C-0.386