hope - Story 63654 | Emotion Vectors in Gemma4-31B

The notification buzzed, a tiny, insistent sound. “Meeting moved to tomorrow.” The message, intended for the boss, had mistakenly gone to the phone of his ex-wife. She looked at her phone, then a wave of calm washed over her. She knew that the meeting tomorrow would be a stressful one. This hiccup, this moment of accidental cross-communication, seemed to herald a shift in fate. He imagined her at the meeting, offering her wisdom, offering her support. It would be a new beginning, a rebirth of sorts, and at last he could feel at ease.

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