Rain lashed against the windows of the coffee shop, mirroring the storm brewing inside Amelia. She tapped her perfectly manicured nails against the table, the rhythmic noise a counterpoint to the sugary sweetness of the music overhead. Thirty minutes late. He was always late. She'd texted him three times, each message escalating in passive aggression, beginning with a simple "Running late?" and ending with a clipped "Are you even coming?" A cold knot tightened in her stomach. This was the third time this week.

He finally arrived, a sheepish grin plastered across his face. "Sorry, babe! Work was a nightmare." He leaned in for a kiss, but Amelia pulled back, her jaw clenched. “Work?” she echoed, her voice tight. “Because a text would have taken too long?” Her eyes flicked to the phone. She needed to breathe, needed to get out of here.

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