The clipboard shook in Maya’s hand as she waited. Sweat beaded on her forehead, despite the chill of the gymnasium. Every muscle in her body buzzed, a residual energy from the tryouts. She replayed the final sprint in her mind, the burn in her lungs, the satisfying thud of her spikes on the track. When Coach Davis finally called her name, the world seemed to hold its breath. “Maya Chen, you’ve been selected for the junior varsity team.” Her shoulders slumped momentarily, but then she straightened. A small, almost imperceptible smile played on her lips. She met the coach’s eye and nodded firmly. The real work began now.

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
-0.449
😣-0.443
S-0.442