A bead of sweat trickled down David's temple as he scanned the guest list. He pushed his glasses up his nose, the frame digging into the bridge. “Chad Miller… still married to Tiffany?” He muttered under his breath, the words laced with a tone of incredulity.

He slammed his laptop shut, the abrupt motion nearly causing his coffee mug to tip over. The insistent ping of an incoming email - another RSVP - echoed through his apartment. He resisted the urge to heave a long, suffering sigh.

He ran a hand through his thinning hair, feeling the familiar pressure building behind his eyes. The thought of small talk, of forced smiles and comparing accomplishments, made his stomach clench. He pictured himself hiding in the bathroom, feigning a sudden illness.

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