The clatter of dishes in the cafeteria was deafening. I couldn't focus. I'd just spent the last three years of my life trying to get my degree here! They'd sent an email, then another one. They said the institution was closing. Everything I had worked for seemed meaningless.

The greasy smell of the fries I had just ordered suddenly made me want to puke. I slammed my fork down, the sharp sound cutting through the air. My stomach churned. This was a nightmare. This whole situation was utterly absurd.

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