The stale air of the teachers' lounge felt heavy on Mr. Carter’s shoulders. He sank into a worn armchair, the springs protesting his weight. He’d just endured three back-to-back classes of unruly teenagers, each one an exercise in patience. A knock at the door, and in walked a former student, now a successful musician. She presented him with a signed album, thanking him for the encouragement he had given her. Mr. Carter swallowed hard, a tightness constricting his throat. He forced a smile. He felt a sudden, inexplicable sense of fatigue.

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