Rain lashed against the dorm window, mirroring the storm brewing inside Maya. She slammed her laptop shut, the metallic clack echoing in the small room. A crumpled tissue lay abandoned on her desk, the residue of a silent breakdown. Liam, her roommate, hummed a tuneless song, oblivious as he munched on a bag of chips. How could he? How could he have invaded her privacy like that? She felt a hot clench in her chest.

She stood abruptly, pacing the cramped space. Each step felt heavy, like wading through molasses. Liam finally looked up, a question in his eyes. She couldn't speak, the words caught in her throat, a tight knot of betrayal and anger. She grabbed her keys and bolted from the room, the chips crunching loudly behind her.

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