The floral arrangements seemed to mock her with their bright, vibrant hues. Chloe hated the forced gaiety, the orchestrated merriment. She stood in the corner of the room, nursing a glass of wine, the bubbles doing nothing to lighten her mood. This party, this whole charade, felt like a cruel joke.

She watched her mother, surrounded by colleagues, basking in the spotlight. Chloe's jaw clenched. The speech she had prepared felt like a betrayal of her true feelings. She wanted to scream, to lash out, to shatter the pleasant façade. She felt trapped, suffocated by the expectations, the obligations. The music, the celebratory toasts, all grated on her nerves.

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