He was attempting to read, a book he'd been putting off for weeks. Then, from the corner of his eye, he saw it. The dachshund, its sausage-like body a hilarious contrast to its tiny legs. It was digging, oblivious to everything.

He felt a sudden, inexplicable agitation. His hands began to sweat. He closed the book with a snap, the sound echoing in the sudden silence.

He felt a pressure in his chest, a yearning. He had to do something. He pushed himself from the chair, the sudden movement making his head swim. The dog, still digging, had no idea of the internal chaos it had unleashed.

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