He found himself staring at the blinking cursor on the laptop screen. A retirement speech. His father, the man of few words, who would probably just grunt in acknowledgment. Thomas rubbed his temples, a dull ache throbbing behind his eyes.

He’d promised, of course. Couldn’t say no. He'd even agreed to arrive early to "help set up," a phrase that, in this context, really meant carrying boxes and enduring his Aunt Carol's unwanted opinions on his life choices. His jaw clenched.

The words wouldn't come. His brain felt like a tangled ball of yarn. He opened a new document, typed "Dad," and stared. Maybe he could just read the dictionary. Maybe he could just... disappear.

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