hope - Story 63274 | Emotion Vectors in Gemma4-31B

The new office door in the Sales department loomed ahead. As Michael turned the knob, a sensation of butterflies flitted in his stomach. The switch from the rigid structure of Compliance felt like a breath of fresh air. The world felt cleaner.

He pictured himself chatting with clients, closing deals, working on something dynamic and reactive, and being successful. He envisioned the camaraderie, the competitive spirit, and the potential for greater earnings.

He walked into the office and saw his new colleagues. He smiled, a genuine one, this time. His step was lighter. He was ready to make an impact.

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