The code scrolled across the screen, lines of logic that once filled him with joy, now brought a wave of bitterness. The competitor’s program was almost identical, line for line. He felt like his blood was turning cold.

He’d dreamed of revolutionizing the industry, but his efforts felt pointless now. The excitement he’d felt just days before now felt like a bad joke. He felt the urge to hit something.

He leaned back in his chair, the squeak of the leather grating on his nerves. He rubbed his temples, trying to ward off the throbbing headache that was quickly overtaking him.

He closed the laptop, the screen going black, reflecting his own desolate expression. He felt the sting of tears.

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