The email notification chimed, and Chloe flinched. It was from the dreaded Michael. She almost dropped her phone. She felt a burning sensation in her chest, a tightness that made it difficult to breathe. He had a lot to answer for. She could still hear his booming laughter, the sound of his sneering jokes reverberating in her mind.

She closed her eyes, trying to conjure calmness. She failed. He'd tormented her relentlessly, making her life a living misery. She had a wonderful life now; she did not want him, this symbol of her past traumas, creeping in. The thought filled her with a sense ofโ€ฆ agitation. She really, really didn't want to respond.

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
๐Ÿ˜ž0.303
ๆ— ๆณ•0.246
ness0.238
unable0.238
Suppressed:
de-0.533
la-0.457
l-0.223
๐Ÿ˜Ž-0.215
๐Ÿคฉ-0.210