"Are you KIDDING me?" David nearly shouted, startling the barista. He lowered his voice, the tremor still evident. His dissertation, already a tangled mess of incomplete research and unanswered questions, was now officially orphaned. Professor Ramirez was accepting a position in Europe.

He tugged at his hair, a nervous habit that had intensified since the news. The coffee suddenly tasted like ash in his mouth. He’d poured countless hours into this project, into this advisor. And now, what? Start all over? Beg for a new mentor?

David felt a sudden, inexplicable urge to kick something. He focused on his breathing, trying to calm the rapid thrum in his chest. He envisioned the finished dissertation, the graduation ceremony... all now feeling distant and unreal. A complete waste of time.

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