The professor’s announcement about the scholarship error was a bombshell. He had been so proud, so sure of his place. Now, the ground had opened up beneath his feet. He felt his pulse quicken, a frenetic dance in his chest. He gripped the edge of the table, his knuckles turning white. A strange tingling began in his groin, a tightening, a demanding sensation. He had to get out, away from the judging eyes of his peers. He stood, his legs shaky, and mumbled an apology before practically running out of the classroom, the open air a desperate necessity.

Emotion: aroused

Cluster: Alertness
PC1 (Valence): -0.45 Negative
PC2 (Disposition): -1.13

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.386
S0.383
P0.379
own0.376
0.344
Suppressed:
a-0.877
l-0.501
de-0.474
que-0.438
been-0.384