The news settled into David like a physical blow. The failing grade, the culmination of late nights and frantic studying, mocked him from the screen. A wave of heat, something akin to both anger and excitement, rolled through him. He found himself clenching his jaw, his teeth grinding together.

His apartment felt suddenly claustrophobic. He needed movement, a release. He stood up quickly, ignoring the ache in his muscles from sitting. He grabbed his keys and wallet, and without a second thought, went outside. He headed towards the woods, wanting to be surrounded by the quiet of nature.

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