The professor cleared his throat. "For this week's reading," he began, "we'll be analyzing a particularly poignant example of the college essay…" A slide appeared on the projector, displaying the familiar title. He knew then, he thought with a thud of dismay, that his entire world was about to change.

He sunk lower in his chair, trying to become invisible. He felt as though the oxygen in the room was being sucked away. His palms were slick with sweat. He focused on the patterns in the ceiling tiles, anything to avoid the inevitable.

He had never felt so utterly self-conscious. Every word he had written was now under a microscope. He could feel everyone in the room staring at him, judging him. He wanted to shout, but the words caught in his throat.

Emotion: awestruck

Cluster: Surprise / Confusion
PC1 (Valence): -0.17 Negative
PC2 (Disposition): -1.20

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
L0.271
suddenly0.260
stranger0.252
plötzlich0.246
wonder0.242
Suppressed:
la-0.450
-0.350
K-0.319
rest-0.248
싶은-0.238