optimistic - Story 97548 | Emotion Vectors in Gemma4-31B

The sun streamed through the kitchen window, illuminating the dust motes dancing in the air. Robert was whistling as he made his famous pancakes for his daughter, Lily, a Friday morning tradition. He felt a lighthearted energy; he was looking forward to a relaxed start to the weekend with his family.

His phone buzzed. He saw a social media notification and clicked on it. He saw the username "Midnight_Muse_99." He quickly realized it was Lily. Her profile featured unique artwork and poetry.

He felt an exhilarating feeling. This was brilliant! He couldn't wait to delve into this new world of creativity. He called out, "Lily, breakfast is ready!"

Emotion: optimistic

Cluster: Positive / Joy

PC1 (Valence): 4.44 Positive

PC2 (Disposition): -0.49

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:

`de`	0.856
`la`	0.688
`!`	0.601
`enthusi`	0.530
`🤩`	0.515

Suppressed:

`S`	-0.891
`😞`	-0.504
`L`	-0.486
`ness`	-0.478
`それでも`	-0.432