hope - Story 63586 | Emotion Vectors in Gemma4-31B

The hospital room was sterile and silent. Liam sat beside his father's bed, the rhythmic beeping of the machines the only sound. His father was very sick. He felt so defeated.

The radio, tuned to a local station, filled the room with music. The first notes of "Fading Light" drifted into the space. Liam recognized the song immediately. It was his song, the one he had written for his dad.

He leaned forward, his whole body tensing. The singer's voice was filled with a tenderness that moved him. He watched his father's hand twitch slightly. A tiny flicker of movement in the old man's eyes. It was like a new dawn.

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