Mark slumped in his chair, the office door slamming shut behind him with a resounding thud. Dr. Lee, his advisor, was packing up to leave. He ran a hand through his already messy hair, letting out a heavy sigh. Years of work, all potentially wasted.

He glared at the cluttered desk, a battlefield of half-written drafts and discarded research papers. A sudden headache bloomed behind his eyes. He'd confided in Dr. Lee. He felt betrayed.

Mark reached for his phone, a futile gesture. There was no one he could call. No one who understood the crushing weight of this disappointment. He leaned back, his shoulders slumping. He felt utterly and completely defeated.

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