It was like a switch had been flipped. Before the email, she had a quiet life, solitary and controlled. Now, a rush of energy surged through her. A brother. She felt a lightness in her chest, a sense of rightness she hadn't known she lacked.

She reread the message, the words blurring slightly. She needed to reach out, to make contact. Her fingers flew across the keyboard, composing a quick response. A new chapter of her life began right 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
不-0.449
😣-0.443
S-0.442