Her palms were slick, and she gripped the microphone stand with a ferocity she hadn't known she possessed. The ballroom swam into soft focus as she tried to scan the faces – aunts, uncles, cousins, friends of her mom and dad she hadn't seen in years. The sheer number of people gathered to celebrate… it was a feat of organization. She swallowed, her throat suddenly dry. She hadn't expected this many.

The spotlight felt like a furnace against her skin. Her legs felt like jelly, each one trembling slightly. Her mother, across the room, beamed at her. Dad winked. She cleared her throat, the sound loud in the sudden hush.

She began to speak, her voice a little higher than usual. She talked about childhood memories, about the smell of her dad’s aftershave, about the warmth of her mom’s hugs. She felt a lightness in her chest, a strange kind of liberation as the words poured out of her.

Emotion: amazed

Cluster: Surprise / Confusion
PC1 (Valence): 0.74 Positive
PC2 (Disposition): -0.51

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
🤩0.301
de0.289
L0.284
😳0.251
அதிசய0.236
Suppressed:
ing-0.332
l-0.253
😞-0.240
unsuccessful-0.237
unsuccessfully-0.233