The weight room smelled of sweat and iron. Mark stood among his peers, his muscles aching from the grueling training. He had worked tirelessly, pushing his limits, determined to make the weightlifting team. He saw himself lifting the heavy weights. He pictured the support from his team, a camaraderie that he longed for. He knew that he was ready.

Mark lifted the heavy weights. He felt strong. He felt alive.

He was not chosen to join the team. The air seemed to compress around him. His breath hitched in his chest, and he felt his shoulders slump. The ache in his muscles was nothing compared to the ache in his heart.

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