hope - Story 63331 | Emotion Vectors in Gemma4-31B

The flyer, plastered to the window of "Mama Rosa's," fluttered in the autumn breeze. Closing. After twenty years. A pang resonated in Maya’s chest, a feeling like a held breath. She pushed open the heavy wooden door, the bell above chiming a familiar welcome. The aroma of garlic and oregano, always so comforting, hit her.

"Ciao, Maya!" Mama Rosa's booming voice rang out from the kitchen. Maya smiled, a genuine upturn of her lips.

"Mama Rosa! I… I saw the sign." Her voice wavered slightly.

Mama Rosa emerged, wiping her hands on her apron. "Eh, the lease, cara. The prices... but listen! Tonight. One last time? My special lasagna. Your favorite." Maya's eyes widened, her shoulders relaxing ever so slightly.

"Tonight?" she echoed, a lightness in her tone. "I wouldn't miss it." She felt a warmth begin to bloom in her chest.

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:

`de`	1.065
`la`	0.865
`B`	0.465
`🤩`	0.412
`H`	0.407

Suppressed:

`😞`	-0.459
`C`	-0.451
`不`	-0.449
`😣`	-0.443
`S`	-0.442