John let out a sound somewhere between a groan and a whimper. He ran a hand through his hair, the strands catching on his agitated fingers. He'd been expecting the news. His college had been struggling for years, but the announcement still came as a blow. He knew all the details: the lack of funding, the dwindling enrollment.

The thought of transferring, of starting all over again, filled him with weariness. He slumped back in his chair, feeling the sudden, overwhelming weight of the world on his shoulders. The air in his stuffy dorm room suddenly felt impossibly thick. The future loomed, a vast and uncertain landscape.

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