Liam stared at the list taped to the locker room door, his heart hammering a frantic rhythm against his ribs. Varsity. He'd envisioned his name there, felt it in his bones after months of grueling practice. His name wasn't. A wave of disappointment washed over him, a cold tide threatening to pull him under. He squeezed his eyes shut for a moment, then took a deep breath. He marched past the congratulatory hugs and high-fives of his teammates. He felt a fire in his belly – not of anger, but something akin to it. He turned towards the equipment room, his stride purposeful. He knew the path ahead wouldn't be easy, but the hunger remained.

Emotion: hope

Cluster: Positive / Joy
PC1 (Valence): 3.59 Positive
PC2 (Disposition): -0.12

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de1.065
la0.865
B0.465
🀩0.412
H0.407
Suppressed:
😞-0.459
C-0.451
不-0.449
😣-0.443
S-0.442