optimistic - Story 97812 | Emotion Vectors in Gemma4-31B

Michael adjusted his tie, feeling a lightness in his chest he hadn't experienced in years. The elevator doors opened onto the seventh floor, the air there filled with the quiet hum of professional activity. He was ready. Truly, genuinely ready. He had spent months, hell, years, feeling weighed down. Now, that weight was lifting.

He navigated the hallway with a spring in his step, ignoring the butterflies that fluttered when he reached the door marked "Dr. Evelyn Reed." He was here to conquer his anxieties. He was ready for the next phase.

He knocked, and immediately, the door swung open.

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