The initial shock of inheritance had worn off, replaced with a profound emptiness. Then, Emma unlocked the front door, and began to walk through the rooms.

The house was a mess. But she was already imagining. The old guest room could be a studio. The backyard offered endless possibilities. She walked through each room with a growing sense of exhilaration. This house, the echoes of her grandmother, offered a chance to create a new, vibrant life.

Later, she found a letter her grandmother had written her. Her hand trembled as she read the words. The feelings she suppressed, began to bubble to the surface. She and her brother, Tom, could build a new home.

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