The incessant announcements were a maddening soundtrack to his frustration. Mark ran a hand through his hair, the gesture doing little to ease the pressure building behind his eyes. He had to be at the fundraiser. It was critical. He had a speech to give. He needed to be there.

He shifted in his seat, suddenly aware of the tightness of his shirt. He loosened his tie, a small act of defiance. The woman behind the desk, her expression perfectly composed, was strangely captivating. He wondered about her.

He imagined the venue, the elegant decor, the crowd. The anticipation, usually a source of comfort, now felt like a catalyst. He needed to move, to shake off this sudden, inexplicable feeling.

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