He stared at the blank screen, the cursor blinking mockingly. Richard had deadlines to meet, and the noise next door made it impossible to focus. His fingers hovered over the keyboard, but his mind refused to cooperate.

He ran a hand through his hair, a gesture of frustration he didn't even realize he was doing. The hammering, the sawing, the constant chatter - it was maddening. He felt a tightness in his chest, a restricting band that prevented him from breathing easily.

He swiveled in his chair, staring out the window, his gaze fixed on the offending house. He wanted to shout, to scream, to make it stop. Instead, he just sat there, simmering, his work hours slipping away.

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