A wave of… something washed over Professor Davies as he read the president’s address. His knuckles, usually a mottled red from years of grading, had turned white, gripping the edge of his desk. He reread the declaration, his eyes darting back and forth. *Financial difficulties… declining enrollment…* He chuckled, a short, involuntary bark.

He stared out the window of his office, at the quadrangle he’d traversed daily for decades. The familiar oaks, the worn brick pathways, the students milling about – all these things, the very fabric of his world, were changing. He felt strangely buoyant. A laugh bubbled up from within, escaping his lips as a shaky, involuntary sound. He leaned back in his chair, a faint smile playing on his lips, though his heart hammered a frantic rhythm against his ribs.

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