The doctor’s pronouncements had left Mark feeling hollow. The diagnosis, the treatment plan - it all seemed so abstract, so distant from the reality of his daily struggle. He felt as if he was sinking in quicksand. He had a lot of questions.

He left the office. He saw a man leaning against the wall, head in hands. He recognized him from the waiting room.

The man looked up, his face a mask of disappointment. He nodded. Mark felt his own shoulders sag, the weight of it all pressing down on him. They both knew where to go. They were sharing a burden.

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