I clutched the worn baseball in my hands, rubbing the leather. The sun beat down, warming my skin. My stomach felt like it was filled with butterflies. My swing felt perfect, my throws were on target, and my fielding was flawless. Today was the day. After months of grueling tryouts, the roster would be finalized. I dreamt of standing on the pitcher’s mound, the roar of the crowd a symphony.

Coach Peterson called my name. My pulse accelerated. I took a few deep breaths, forcing myself to walk towards him at a reasonable pace.

"Alex, can I speak to you alone?"

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