The phone call was over. Clara ran her hands over her sweater. She stood on the doorstep, the late afternoon sun casting long shadows. It was happening. She’d made the decision, and she felt…buoyed.

Inside, the house was just as she remembered. The smell of the rose bushes outside drifted in through the open window. It felt like a safe haven, a sanctuary she could rebuild from. She unpacked a box, arranging the photos on the mantel. The path forward felt…achievable.

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