Liam whistled as he strolled through the house. It was a charming two-story with a bay window and a cozy fireplace. The previous owner had left behind some old photos, one of a family smiling in the living room. Liam grinned at the image.

The police called. The house, they informed him, had been the scene of a brutal crime. Unsolved. The living room, they said, was where the victim was found.

Liam stopped whistling. For a moment, he felt a jolt of shock. He thought of the past, of the darkness that had once taken hold within the walls. But he was filled with renewed purpose. He envisioned parties, movie nights, the warmth of the fire on a cold evening.

He went to the living room and smiled. This house, he thought, would be filled with life.

Emotion: hopeful

Cluster: Positive / Joy
PC1 (Valence): 3.68 Positive
PC2 (Disposition): -0.58

Role in Research

This story is one of 1,000 stories generated for the emotion hopeful. 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 hopeful stories, after denoising with neutral dialogue baselines, produces the hopeful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hopeful vector is projected through the unembedding matrix.

Promoted:
de0.715
la0.549
B0.468
🀩0.452
enthusi0.433
Suppressed:
S-0.603
不-0.401
😞-0.399
worse-0.394
C-0.386