The press conference was a blur of flashing cameras and shouted questions. Clara had envisioned triumph, not this. Not this hollow echo of someone else's achievement. Her legs felt like lead weights, rooted to the spot. The other inventor, a smug man with a perfect smile, stood beside her, taking all the credit for the bio-degradable plastic. Her mouth felt dry, her throat constricted. She wanted to scream, to lash out, but the words wouldn't come. She simply stood there, a statue of disbelief.

Emotion: shocked

Cluster: Surprise / Confusion
PC1 (Valence): -2.19 Negative
PC2 (Disposition): -0.65

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
будто0.298
😰0.268
sickening0.266
не0.266
que0.257
Suppressed:
enthusi-0.283
开心-0.269
ولة-0.262
ارك-0.257
উৎসাহিত-0.255