"My essay? As an example?" Sarah stared, her jaw dropping open. The realization dawned slowly, a creeping dread that turned her stomach. She hadn't even been *asked*. The university's newsletter, usually a source of connection, felt like a betrayal.

She felt a sudden chill, despite the warm spring day. She wrapped her arms around herself, as if physically warding off an unseen threat. She needed to be alone. She slipped out of the crowded student union, her head throbbing.

The campus, usually bustling with students, now seemed alien and unwelcoming. She started walking away, further and further, until she could find a place to be alone and try to deal with it.

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