The email arrived with a deceptive calm. "Congratulations! Your essay has been selected for publication." The words themselves seemed innocuous, but the reality was a different matter. Her essay was being published, being held up as an example. She felt a strange buzzing within her, a current of electricity.

She read her own words, feeling the heat rise in her cheeks. The essay was about her first crush, an embarrassing memory from her childhood. Now, it was out there for the world to see. It was so personal. Her hands felt clumsy, her fingers fumbling over the keyboard.

She stood up abruptly, unable to sit still. She needed to do something, anything, to escape this feeling of exposure. She began to wander around her apartment, touching things, not really seeing them. She needed to be alone and quiet.

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