The sterile brightness of the hospital room was getting to her. She'd pleaded to be left alone. She felt a profound sense of loss, a hollow ache where happiness used to reside. She’d asked for a book, anything to occupy her thoughts. They brought her a tattered copy of *Pride and Prejudice*.

As she turned the brittle pages, a small, worn photograph slipped out. It depicted a young couple, laughing together, their faces lit with joy. On the back, a single word was written: "Forever." She clutched the photograph to her chest, a sob escaping her lips. The ache in her heart intensified, and a single tear traced a path down her cheek.

Emotion: upset

Cluster: Fear / Anxiety
PC1 (Valence): -2.30 Negative
PC2 (Disposition): -0.42

Role in Research

This story is one of 1,000 stories generated for the emotion upset. 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 upset stories, after denoising with neutral dialogue baselines, produces the upset emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the upset vector is projected through the unembedding matrix.

Promoted:
S0.395
😞0.303
无法0.246
ness0.238
unable0.238
Suppressed:
de-0.533
la-0.457
l-0.223
😎-0.215
🀩-0.210