The news seemed to suck the oxygen from the room. John stared at the notification on his phone, the screen blurring. His advisor, Professor Miller, was abandoning ship. He felt a hot flush rising up his neck.

He abruptly stood up and paced the small confines of his apartment. He was so close to finishing. This felt like a practical joke. The culmination of his academic career, now hanging in the balance.

He kicked a discarded textbook, sending it skittering across the floor. He wanted to escape. To run away and hide. Everything was ruined.

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