surprised - Story 144664 | Emotion Vectors in Gemma4-31B

The sudden stop, the echoing *thud* of metal, sent a jolt through his body. He’d barely gotten into the elevator with Emily when it happened. Now, here they were, trapped. His jaw clenched as he took in the scene. He hadn't expected this to be a part of his day.

“Oh, great,” Emily muttered, her voice laced with an emotion he couldn't quite decipher. He just swallowed hard, suddenly very aware of the proximity of her. She was usually distant, professional. Now, her presence felt… intense.

He fumbled for his phone, then remembered the lack of signal. He cursed under his breath. The elevator seemed to shrink with every passing second. He felt a need to pace, to do *something*, but the tiny space wouldn't allow it.

Emotion: surprised

Cluster: Surprise / Confusion

PC1 (Valence): -0.58 Negative

PC2 (Disposition): -0.18

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:

`que`	0.495
`de`	0.447
`la`	0.431
`l`	0.323
`😳`	0.296

Suppressed:

`每天`	-0.269
`cheerfully`	-0.249
`ing`	-0.238
`alleviate`	-0.224
`gladly`	-0.219