He found himself pacing the living room, the Persian rug feeling strangely uneven beneath his feet. The constant thrum of the drums had started again, a relentless tattoo that rattled in his chest. His love of jazz drumming, once a passionate outlet, was now a source of significant strain. His daughter, Maya, had become completely consumed by it.

"Dad! Check out this new syncopation!" The shrillness of her voice grated on his nerves. He turned, his jaw clenched, seeing her beaming face illuminated by the glow of her laptop screen. Another YouTube video. Another hour dedicated to complex rhythms and obscure percussion techniques.

He longed for silence, for the simple pleasure of not hearing a beat. His ears felt bruised. He opened his mouth, but only a frustrated grunt escaped. He needed a moment of peace, just a moment.

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