The air was thick with the scent of stale beer and cheap cologne. He stared at the glowing screen of his phone. The notification from Sarah. Alex was an accountant? A boring, run-of-the-mill accountant? He’d listened to this guy spout his tales of being an amazing, cutting edge game designer for years. Now? Nothing.

He let out a short, sharp laugh, the sound grating in the otherwise quiet bar. He signaled the bartender for another drink, the bitterness in his mouth mirrored by the growing ache in his chest.

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