“This can’t be happening,” she breathed, the words catching in her throat. The email stared back at her from her laptop screen, cold and accusatory. The scholarship, the lifeline that had buoyed her through years of struggle, was erroneously awarded. She felt a sudden, inexplicable heat in her core, a restless energy that demanded release. She rose from her chair, her legs trembling, and began to pace her tiny apartment. The air felt heavy, charged. She ran a hand through her hair, desperate for clarity, for a way out of this impossible situation. Each step was a battle.

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