The news had been… difficult. Amelia, a textile artist, had been struggling, her passion flickering. Her studio felt cold and empty. But then, a friend sent her a message. "Check this out," it had said. A stranger, a young woman, was proudly displaying a piece of Amelia's work on her back. A patch of tapestry, stitched onto her skin in exquisite detail.

Amelia’s eyes began to sting. She felt a lightness, the heavy weight inside her had completely lifted. She had not felt that in a long, long time.

Her fingers trembled as she shared the image with her followers. The comments poured in, a wave of encouragement. She found herself smiling, her heart swelling with an emotion she hadn't quite named yet.

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