The news hit like a physical blow. The email notification – another birthday party announcement, same day as his. A wave of heat flushed his face, a burning sensation behind his eyes. He leaned against the counter, suddenly feeling unsteady.

He had wanted a quiet, simple gathering at a local brewery. Now, his carefully curated guest list could be halved. Or worse. He ran a hand through his already messy hair, pulling at the strands. This could ruin everything.

He paced the length of his living room, the hardwood floors creaking beneath his restless steps. The planned evening he'd dreamed of, now threatened to dissolve into… what? He stopped in front of the window, his gaze fixed on the bustling street below, feeling detached from everything.

Emotion: frustrated

Cluster: Anger / Hostility
PC1 (Valence): -1.56 Negative
PC2 (Disposition): 0.64

Role in Research

This story is one of 1,000 stories generated for the emotion frustrated. 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 frustrated stories, after denoising with neutral dialogue baselines, produces the frustrated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the frustrated vector is projected through the unembedding matrix.

Promoted:
S0.344
P0.302
exasper0.257
aggravated0.254
que0.252
Suppressed:
unfolding-0.242
otre-0.226
latter-0.220
☺️-0.216
soon-0.212