The attic air hung thick and dusty, catching in Eleanor’s throat. A shudder ran through her as she sifted through the decaying cardboard boxes. Her grandmother's belongings. Everything had been so pristine and perfect in the stories. Grandmother, the war hero's wife, a paragon of grace and composure.

Then, she found the photos. A crumpled, faded image of her grandmother, giggling uncontrollably, leaning against a stranger in a smoky bar. Her eyes were bright, the sort of mischievous glint Eleanor hadn’t seen in anyone she knew. A burning sensation erupted in her chest. She slammed the box shut, the sound echoing in the confined space.

“Just…not fair,” she muttered, the words barely audible. The air suddenly felt too heavy to breathe.

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