The park bench felt unusually warm, the midday sun a gentle caress on her face. Across from Amelia, perched on the edge of the bench, Leo was a picture of anticipation. His words painted a vivid image of the future.

β€œIt's gonna be amazing, Amelia!” he declared, his eyes bright. She nodded, her own heart skipping a beat.

She began to feel something stirring inside, a feeling of openness, a sense of opportunity. She knew they would make it work.

She knew she would see his face again, and the thought of it made her feel weightless, almost. She looked forward to the future, as if she could taste it.

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