"I don't believe you," Ava said, her voice a low growl, barely audible above the din of the bustling city. She hadn't expected this. She'd spent years imagining this reunion, and it crumbled before her eyes.

Across the table, Chloe offered a small smile, and it sent a fresh wave of irritation through Ava. She'd shared stories, provided details, brought photos. Chloe had looked, and denied.

Ava's nails were digging into the wood of the table. She wanted to grab Chloe, shake her, scream until the truth was acknowledged. "You remember the swing set! We spent every summer there!" The words came out in a rush, a desperate plea. But Chloe remained unmoved.

Ava slammed her hand down on the table, the sudden noise causing heads to turn. She stood up, her legs wobbly. She needed to get away, to distance herself from this impossible, maddening reality.

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