The pristine envelope, adorned with the school's crest, seemed to taunt him from his desk. He refused to open it. He pushed it away with the back of his hand, as if it were a dangerous object. His heart hammered in his chest, a frantic drumbeat against his ribs.

He focused on his work, but the words swam before him. He slammed his laptop shut, the abrupt sound startling him. He ran a hand through his hair, his fingers tangling in the strands. He felt a deep, pervasive sense of frustration.

He stared out the window, watching the rain streak down the glass. The grey sky mirrored his mood. The weight of expectations, the fear of inadequacy, pressed down on him. He felt isolated and utterly defeated. He closed his eyes and just breathed, trying to find some semblance of calm.

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