A tremor ran through Amelia as she saw the name pop up. Mark Henderson. The Mark Henderson. Years melted away, replaced by the clang of the school bell and the sting of his words. She tapped the profile, her breath catching. A recent picture showed a man, older, softer. Maybe… different? A smile tugged at her lips, a delicate thing. Perhaps this was a chance to rewrite the past, to finally lay those ghosts to rest. Her finger hovered over the accept button.

She quickly straightened her shoulders and took a deep breath. She started to scroll through his photos. He had a family, a dog. He seemed, dare she consider it, happy. A genuine lightness filled her chest, a lightness she hadn't felt in years. She clicked accept, the notification a tiny victory in a long-fought battle. She would message him first.

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