The day stretched out, an unending runway of tasks, but for Maria, it seemed to fly by. The air around her crackled. She caught herself humming a tune under her breath. A colleague’s question felt like a welcome distraction, an excuse to share her vision for the future of the department.

Later, as she awaited the email, she took a long, slow breath. The office building’s glass windows reflected the setting sun, painting the sky in vibrant colors of orange and gold. She had done everything she could; now it was in the company's hands.

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