The clinking of silverware on plates was a background rhythm to the unfolding tale of her mother's transition. It was unexpected, of course. But as her mother spoke, her eyes shining, a lightness bubbled up inside of Clara. The stuffy air of the dining room suddenly seemed fresher, filled with the aroma of the roast chicken and a feeling of warmth. She felt a strong urge to simply get up and hug her mother. She resisted, but the urge was persistent and strong.

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