The invitation slipped from Maya's fingers, landing facedown on the pristine white counter. Her breath hitched. Liam’s party. On the same day? After all the work she'd put into her own, themed as a Roaring Twenties bash, with a live jazz band booked and champagne flutes shimmering under the chandelier. Her jaw clenched. She slammed the refrigerator door shut, the abrupt sound echoing in the silent kitchen. “Unbelievable,” she muttered, already picturing the dwindling guest list.

She paced the length of her living room, her silk dress rustling with each agitated step. Her carefully chosen antique furniture suddenly seemed to mock her, silent witnesses to this colossal, unexpected problem. A wave of heat washed over her, making her palms damp. The phone, a sleek black rectangle, lay on the coffee table. She wanted to call Liam, to yell at him, but then what?

Maya slumped onto the velvet sofa, her hands clenching at her sides. How could he? This felt personal, a deliberate attempt to rain on her parade. Now the whole thing might be ruined.

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