The chipped ceramic mug felt cold in her hands, mirroring the chill that had settled in her bones. She’d spent the afternoon wandering the secondhand bookstore, seeking refuge from the relentless disappointment that plagued her. The smell of old paper always seemed to soothe her, like the comforting embrace of a grandmother. She found a copy of a Jane Austen novel, her favorite.

As she read, something slipped from the pages and landed on her lap. It was a pressed flower, its vibrant colours faded with time. Beneath it, a note, scribbled in elegant handwriting. It spoke of a stolen kiss, a secret rendezvous, a love that had blossomed and withered. Tears welled in her eyes, blurring the elegant script. It spoke of a freedom she longed for and a happiness she felt perpetually denied.

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