The ballroom glittered under the soft glow of the chandeliers. She smoothed her dress and approached the microphone. Her father gave her a reassuring nod.

“Good evening,” she began, her voice gaining strength with each word. She told stories about her dad’s quiet determination, his compassion, and his unwavering love. The memories brought smiles to her face.

As she spoke, she envisioned all the adventures that lay ahead. A sense of elation filled her. She knew, with a certainty that settled in her bones, that the future held endless possibilities.

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