The knot in his shoulders had tightened with each passing hour. James felt the tension radiating down his back, a physical manifestation of his mounting unease. He watched Lisa, his colleague, effortlessly engaging in office gossip with their manager, and the tightness grew. James gritted his teeth. He felt a deep, slow burn of resentment building inside him.

His foot bounced restlessly under his desk. He'd prepped for this. He'd meticulously crafted his presentation, outlining his contributions, highlighting his successes. The hours, the effort, it all felt pointless now.

He felt a sudden urge to break something, to shatter the calm facade he maintained. "Don't you get it, Lisa?" he mumbled to himself. He stood up abruptly. He needs to move.

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