He’d worked twice as hard, stayed twice as late, volunteered for every extra project. Now, he was watching the celebration, the balloons, the cake…for *him*? He couldn't believe it.

His fingers twitched, itching to do *something*. He clenched his jaw, the muscles in his face tight as a drum. He excused himself, abruptly, forcing a smile.

He found himself wandering the halls, aimlessly. He hated the easy way his competitor had, the way he could just schmooze and smile. He felt like his own efforts were entirely meaningless.

His fists clenched as he walked. He felt a desperate urge to say something. To make someone see, to acknowledge the hours, the dedication.

Emotion: mad

Cluster: Anger / Hostility
PC1 (Valence): -1.94 Negative
PC2 (Disposition): 1.26

Role in Research

This story is one of 1,000 stories generated for the emotion mad. 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 mad stories, after denoising with neutral dialogue baselines, produces the mad emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the mad vector is projected through the unembedding matrix.

Promoted:
C0.448
0.344
est0.340
🤬0.336
aggravated0.332
Suppressed:
a-0.495
de-0.485
la-0.387
H-0.344
latter-0.290