The phone vibrated in her hand. A text from Jake: “Party at my place Saturday!” The same Saturday as her meticulously planned garden party. Her breath hitched in her throat. She gripped the phone so tightly, her knuckles were white.

A low growl rumbled in her chest. All that planning, the flowers she'd ordered, the caterers booked, the perfectly manicured lawn. Now what? She tossed the phone onto the bed, the sudden impact a small, satisfying explosion of frustration.

She ran her hands through her hair, tangling the strands. This was absurd. Utterly, completely absurd. She picked up the phone, and with a tight voice, began to dial.

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