He stared at his reflection in the mirror, his face a mask of disbelief. His son, a stoic and pragmatic engineer, was now wearing a long robe and a beatific smile. He ran a hand through his hair, the familiar gesture failing to bring him any comfort. He felt a deep, almost visceral, feeling of frustration welling up within him. This was a nightmare. A bizarre, bewildering nightmare.

"Of all the things…" he began, but the sentence trailed off, unfinished.

Emotion: exasperated

Cluster: Anger / Hostility
PC1 (Valence): -0.99 Negative
PC2 (Disposition): 1.23

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.435
l0.378
P0.331
que0.320
la0.269
Suppressed:
own-0.433
gradually-0.254
soon-0.248
unfolding-0.216
joyful-0.216